{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib画图简单实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#1.导入模块 \n",
    "import matplotlib.pyplot as plt \n",
    "#2.显示图形 \n",
    "%matplotlib inline \n",
    "#3.绘制 \n",
    "plt.plot([1,0,9],[4,5,6]) \n",
    "#4.显示 \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#简单折线图 \n",
    "from matplotlib import pyplot as plt \n",
    "%matplotlib inline  \n",
    "# x \n",
    "x = range(1,8) \n",
    "# y \n",
    "y = [17,17,18,15,11,11,13]\n",
    "# plot \n",
    "plt.plot(x,y) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7ffe2a428970>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 折线 \n",
    "#color 单词  #665666\n",
    "#alpha  0-1  0透明   1不透明\n",
    "#linestyle='--'     --虚线   -实线  -.  : \n",
    "#linewidth  宽度 \n",
    "plt.plot(x,y,color='#FFC0CB',alpha=1,linestyle='--',linewidth=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7ffe2b4f1430>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# marker 折点 \n",
    "# markersize 折点大小   \n",
    "# markerfacecolor 折点中心颜色 \n",
    "# markeredgecolor 折点边缘颜色 \n",
    "# markeredgewidth 折点边缘宽度 \n",
    "plt.plot(x,y,marker='o',markersize=10,markerfacecolor='red',markeredgecolor='orange',markeredgewidth=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图片保存 \n",
    "import random \n",
    "x = range(2,26,2) \n",
    "y = [random.randint(10,16) for i in x] \n",
    "\n",
    "#设置图片大小 \n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y) \n",
    "plt.savefig('./t1.png') \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zon873aaKEr9K8zJcx0EcWJjk1VOrc/Thletq7h1xHQdRiKIQAAAAAIA58OqReoWttKuSaULMn6qygCTpwGmmCnHvKAoBAAAAAJhlXYNB/eqDFpXlZ2hjUZbrOIgjFSV+ZSxIVDXHjzED0yoKjTH/0xjTZIyxxpjS275+2BjTYIw5NfnnP9/22CZjTO3kc56c/Fq6MeYfjTGtxphOY8w5Y8w/zP5fCwAAAAAAd356tFHBUFi7txTLGOM6DuJIktejbWty9XHHoC52DLqOgygz3YnCf5W0SdKVOzz2n6y15ZN//sdtX98p6XlJz0jabYzxSPqtpExJ5dbaHEkbJQ3NOD0AAAAAABFmcHRcPz92RUXZKXpq9RLXcRCHpo4fV9e1Ok6CaDOtotBaW2utbbnH1/6JpDcl1Up6VdJWScslvWit7Zp83QFr7Z57fF0A0MmmXi7nBe7BsfoetfXdcB0DiBrvXe7WtYFR1zEARKlfnriqgdGQXq4sUoKHaULMv8cKM7UkPVnVdW2y1rqOgygyG3cU/n/GmDPGmDeMMbduaLXWHrbWPmytfcRa+ztJj0j6wFo77d+4jDF/b4xpmfozNMTwIYCb2+P+6tX39ff/csp1FCAqtPXd0Av73tf/9cuPXEcBosKZln69sO+4/tu/XXAdBUAUCoYm9ON3G5WT7tPX1uW5joM4leAxenZtrpp7b+ij5j7XcRBF7rco/I61dpWktZKOSDp4/5H+xFr7Q2tt/tSf1NTU2Xx5AFHqR0caNBG2Otl0Xa1MSAFf6kBdm8JW+vDKdZ1s6nUdB4h4e2vqJUk1l7o0EWYKA8C92f9RmzoHgnppU6F83gTXcRDHdpTfLKpZaoJ7cV9FobW2efL/WmvtP0oqMsbcbZ3Th5IeNcb47uc9AcS37qGg/uWDZqX5vJJuFiAAvlh1XZsWJiXIGGnv4XrXcYCI1tg9rDfPtstjpP4b4zrdwhQGgOkLh6321tYrLdmrbz62zHUcxLnSvHQVZqfo4Ol2hSbCruMgSsy4KDTGeI0xObf9819K6rTW9tzlW96U1CxpnzEme/J7co0xP5xpBgDx56fvNSkYCuu/PVeq9GSv9vPpGPCFLl8b1Lm2AW1fG9CfP7REv//4GtvvgC/wam2Dwlb6+6dKJN2cKgSA6XrrfKcauob13Y3LlZac6DoO4pwxRlVlAXUPBXWs4W5VDfBp0yoKjTH/yxjTIilf0jvGmMuSfJL+bfJ+wjpJfyup6m6vYa0NS/qqpEFJp40xXZL+XVLnff4dAMSJoWBIPzvWpMLsFD27NqBta3J1oX1An3RSegB3M3XUZEd5QLsqiyVJr9QwVQjcybWBUf2fD1u0btkivVxZrDSfl6IQwLRZa7Wnpl5JXo++93ih6ziAJKmqfHL7MQMWmKbpbj3+u8l7Ar3W2iXW2hXW2mFr7aPW2jXW2jJr7Z9Za+u+5HX6rbV/a60NWGv91tpV1tr/Pjt/FQCx7pfHJ7fHVdzcHnfrhx7Hj4E7staquq5Ni9N8Wl+UpbKli/R4cZb217Wp5Tpbw4HP+sl7TRqbCGt3ZbESEzx6YkW26pr71Dcy5joagCjwfkOv6pr79Pwj+fKnceMWIkOxP1Wleen67dkOjY5PuI6DKDAbW48BYM4FQxPa926DFqf59NzDNy/lXV+YpcVpPu0/1SZruWwe+KzTLf1q6hnRs2sDSvAYSdKuymJNhK32HWl0nA6ILAOj4/rf71/RisWpenLVzdt1Kkr8Clvp3cvdjtMBiAZ7aurlMdLOiiLXUYBP2VGWp8FgSIcvXnMdBVGAohBAVJjaHvfibdvjEjxG28sCuto7orqWfscJgcgzNW27Y3L6VpI2r8zWQ4F0vX7yqnqHmZICpvzv969qMHhzat0zWaxXlGRLkmoucvwYwBc719av2ktd2rYmV8uzUlzHAT7l2bJcGcNJLEwPRSGAiHf79rgX1n96e1xV2c0CZP+pVhfRgIg1EbY6UNem5VkLtTY/49bXjTHaVVms0fGwXjva5C4gEEFGxyf0k/calZuRrB3lebe+nv/AQq1YnKraT7qYXAfwhfbWNEjSrfuAgUiSm7FAjxVk6p0L1zQ4Ou46DiIcRSGAiDe1Pe7bGz6/PW5tfoYKshbq4Ol2TYT5jzhgyvGGHl0bDGpHWUDGmE89trV0iZZlLtRrx5o0MhZyExCIIL/+qFVdg0G9tKlQSd5P/3pcsdKvzoGgLrI4C8BdXO0Z0b+dbtPmldkqzcv48m8AHNhRnqexUFhvnWOfLL4YRSGAiGat1d7J7XHff6Lgc48bY1RVFlDXYFDvN/TMf0AgQk0dLam67djxFG+CRzsritQ3Mq7XTzTPdzQgokyErV6pqVfGgkT91WPLPvd45YN+SRw/BnB3PzrSoLCVdm9hmhCRa2vpEnk9Rvs5fowvQVEIIKIdb+zVqeY+ff2RfC1OS77jc6aKEI4fAzcFQxM6dKZdq3PTtWJx2h2f8/VH8pWdmqR9Rxo0PhGe54RA5PjduQ419YzouxuXK9Xn/dzj6wsz5fN6VPsJRSGAz+seCupfPmhWWX6GNhZluY4D3NUDKUmqLPHrvcvd6h4Kuo6DCEZRCCCi7Tk8uT1u8923x61YnKaHAul682yHgqGJeUwHRKbaS90aGA19aonJZyUnJuj7TxSqrX9U1af4ZBnxyVqrPYfrlZzo0fceL7jjc5ITE7S+KEsnG69rOMhRfQCf9tP3mhQMhbV7S/HnrvoAIk1VeUATYatDZ9pdR0EEoygEELHOtw2o5lKXtq7JVUH2F2+PqyoLaHA0pMMcDQNuTdc+W3b3olCSvr3h5gTVK7X1CnPHJ+LQ0foenWnt1zceXaqsVN9dn1dZ4tfYRJgrLgB8ylAwpJ8da1JRdoqeWr3EdRzgSz25KkcLEhO0nw+J8QUoCgFErL019ZKk3dPYHrd9shCp5s4NxLnhYEjvXOjUYwWZylu04Aufm7EgUS+sX6ZLnUP694+vzVNCIHLsOVyvBI/RD75gal26WRRKUu0lPowC8Ce/PH5VA6Mh7awoUoKHaUJEvhSfV0+uztGHV66ruXfEdRxEKIpCABHpas+IDt7D9rjAogV6rCBT75zv1BBHwxDH3j7fqdHxsLZ/wbHj2724qVBJCZ5bxTwQL8609Ovdy916dm2ulmYu/MLnFvtTlLdogWooCgFMCoYmtO/dBi1O8+m5h/NcxwGmbcfkgMWB0wxY4M4oCgFEpKntcbumMU04pao8oGAorLfOdcxhMiCy7T/VKq/H6Jk1udN6fk56sp5bl6cPrlzXyabeOU4HRI6pcnw6P2eMMaoo8aupZ0RXeobnOhqAKLD/ozZ1DgT10qZC+bwJruMA01ZR4lfGgkTuqMZdURQCiDhT2+PW5mfo8eLpb4/btiZXXo/h+DHiVu/wmI580q3NK7OVmZI07e/bWVkkY6S9h5kqRHxo6h7Wm2fbteVBv1blpk/rezh+DGBKOGy1t7ZeaclefWv9MtdxgHuS5PVo25ol+rhjUBc7Bl3HQQSiKAQQcaa2x+2qvLftcZkpSdq8MltHPulWz1BwDhMCkenQmXaFwlZV0zx2PKXYn6qvrl6i3398jV8YERdencHU+uMrspTgMRw/BqC3zneqoWtY39mwXGnJia7jAPesquzmcfnqulbHSRCJKAoBRJSp7XGF2Sn66kP3vj1uR3meJsJWh85y/Bjxp7quTcmJnhltXty15WZh8gp3FSLGXRsc1b9+2KJ1yxZpfWHmtL8vPTlRjyx7QEfrezQWCs9hQgCRzFqrPTX1SvJ69P0nCl3HAWbkscJM5aT7VF3XJmut6ziIMBSFACLK6yfub3vcU6tzlJzoUfUpPh1DfGnru6ETjb36s1U5SvV57/n7y5cu0saiLFXXtanlOlvwELv+6b0mjc1gal2SKh/0a2RsQh9c4T5PIF6939CruuY+Pf9IvvxpPtdxgBlJ8BhtXxtQc+8NfdTc5zoOIgxFIYCIMRYKa9+RRi1O8+kvZrg9LsXn1ZOrcnSy6bpa+27MckIgch2YvJtzapPdTOzeUqxQ2GrfkcbZigVElIHRcf3zsSsq9qfoqVU59/z9FStv3lPI8WMgfu2tqZfHSDsrilxHAe7LjvLJ48csNcFnUBQCiBi/OdWqjoFRvXif2+OmfugdYKkJ4kh1XZvSk72qfNA/49fYvDJbDwXS9cbJZvUOj81iOiAy/OL4VQ0GQ3q5slieGUytPxRIV1ZKkmouUhQC8ehcW79qLnVp25pcLc9KcR0HuC+leekqzE7RwdPtCk1wpQb+hKIQQEQIh6321tzcHvfCfW6PqyjJVnqyV/v5dAxx4vK1IZ1rG9DW0tz7KtmNMdpVWawb4xN67WjT7AUEIsDo+IR+/G6jlqQn62vlM5ta93iMKkr8+rhjUJ0Do7OcEECke6WmQdK9LUICIpUxRlVlAXUPBXWsocd1HEQQikIAEeHtCze3x317FrbH+bwJ2rYmVxfaB/RJJxtcEfuqp44d3+O24zvZWrpEyzIX6rVjTRoZC9336wGR4tcftaprMKi/2VyoJO/MfwWuKMmWJNVy/BiIK1d7RnTwdJs2r8xWaV6G6zjArKia/N2R48e4HUUhAOestdpzeGp7XMGsvGbV5D1t1Rw/Royz1qr6VKsWp/m0vijrvl/Pm+DRDyqK1DcyrtdPNM9CQsC9ibDVKzX1yliQqL967P6m1jdzTyEQl350pEFhK+1mmhAxpNifqtK8dP32bIdGxydcx0GEoCgE4Nzxxl6dau7T1x/J1+K05Fl5zfVFWVqc5lN1XZustbPymkAkOt3Sr6aeET27NjCjTeF38vwj+cpOTdK+Iw0a584axIDfnetQU8+Ivrtx+Yy2gt8uO9WnNXkZevdytybC/HwB4kH3UFD/8kGzyvIztLH4/j+UAyJJVVlAg8GQDnP/LiZRFAJwbs/hye1xm2dve1yCx+jZtQFd6RlRXUv/rL0uEGmmpmarZuHY8ZTkxAR9/4lCtfWPchQFUc/am3fg+rwe/fXjBbPympUlfvWNjOt0S9+svB6AyPbT95oUDIW1q7JYxszOh3JApNheFpAxUnVdq+soiBAUhQCcOt82oJpLXdq6JlcF2bO7PW7qvrb9p/ihh9g0EbY6UNem5VkLVZY/u/clfXvDzcmrV2rrFWZqClHsaH2PTrf06z9+ZamyU32z8poVJRw/BuLFUDCknx1rUlF2ip5+aInrOMCsy81YoMcKMvX7C9c0ODruOg4iAEUhAKdeqa2XNDf3vazNz1BB1kIdPN3O8TDEpOONPbo2GNSOssCsTzhkLEjUt9Yv06XOIf3h4rVZfW1gPu2tqVeCx+gHszi1vm7ZIqX5vCw0AeLAL49f1cBoSDsrimbtig8g0lSVBxQMhfXWuU7XURABKAoBONPcO6IDdXO3Pc4Yo6qygLoGg3q/oWfWXx9wbepY8GweO77dS5sKlZTg0Z7D9XPy+sBcO9PSryOfdOvZtblamrlw1l43McGjJ1Zk61Rzn/pGxmbtdQFElmBoQvvebdDiNJ+eezjPdRxgzmwrzZXXY7SfRZAQRSEAh6a2x+2aw+1xUwUK96wh1gRDE3rzbIdW56ZrxeK0OXmPnPRkPbcuTx9cua6TTb1z8h7AXNo7ObX+csXs/5ypKPErbKV3L3fP+msDiAz7P2pT50BQL20qlM+b4DoOMGceSElSRYlf713uVvdQ0HUcOEZRCMCJ7qGg3jjZrLX5GXp8DrfHrVicptW56Tp0tl3B0MScvQ8w32ovdav/xvicTRNO2VlZJGOkvUwVIso0dQ/rzTPt2vKgX6sD6bP++hUl2ZLE8WMgRoXDVntr65WW7NW31i9zHQeYczvKA5oIWx060+46ChyjKATgxGtH52973I7ygAZHQ6q5yH/MIXZMLenZXja3RWGxP1VfXb1Ev//4mi52DM7pewGz6dU5nlrPf2ChVixOVc2lLlnLPbhArHnrfKcauob1nQ3LlZac6DoOMOeeXJWjBYkJnMQCRSGA+TcUDOm1o00qzE7RV+dhe9xUkcKdG4gVw8GQ3rnQqa8UPKC8RQvm/P12bblZtLxSw1QhosO1wVH964ctWrdskdYXZs7Z+yv4Vt0AACAASURBVFSs9KtzIKiLnZToQCyx1mpPTb2SvB59/4lC13GAeZHi8+rJ1Tn64Mp1NfeOuI4DhygKAcy710/M7/a4wKIFeqwgU++c79RQMDTn7wfMtbfPd2p0PKyq8vm5WL186SJtLMpSdV2bWq7ziyMi3z+916SxeZhar3zQL4njx0Cseb+hV3XNfXr+kXz503yu4wDzZsfkgMWB0wxYxDOKQgDzaiwU1r4jjfKn+fTcuvnbHldVHlAwFNbb5zvm7T2BuVJd1yavx+iZNbnz9p67thQrFLbad6Rx3t4TmImB0XH987ErKvan6KlVOXP6XusLM+XzelRDUQjElL019fIYaWdFkesowLyqKPErY0Eix4/jHEUhgHn1m1Ot6hgY1UubCpWcOH/b47atyZXXY7SfH3qIcr3DY6q91KVNK7OVmZI0b+9bsTJbq3PT9cbJZvUOj83b+wL36hfHr2owGNLLlcXyzPHUenJigtYXZelk43WNjDGxDsSC820DqrnUpW1rcrU8K8V1HGBeJXk92rZmiT7uGNQlrtWIWxSFAOZNOGz1Sk290nzzvz0uMyVJm1dm68gn3eoZCs7rewOz6dCZdoXCVjvmeNvxZxljtGtLsW6MT+i1o03z+t7AdI2OT+jH7zZqSXqyvjZPR/MrS/wamwjr/YaeeXk/AHNr7+R9vHO1CAmIdFP3uzNVGL8oCgHMm7cvdKq+a1jf3rhc6Q62x1WVBzQRtjp0luPHiF7VdW3yeT16avXcLwL6rG2lS7Qsc6FeO9bE9BQi0q8/alXXYFB/s7lQSd75+TW3suTmPYU1Fzl+DES7qz0jOni6TZtXZqs0L8N1HMCJ9YVZykn3qbquTdZa13HgAEUhgHlhrdWew1Pb4wqcZHhq9RIlJ3pUfarVyfsD96ut74ZONPbqydU5SvV55/39vQke/aCiSH0j43rjZPO8vz/wRSbCVq/WNig92au/emz+ptaL/SnKW7SAewqBGPCjIw0KW2k304SIYwkeo+1rA7raO6JTzX2u48ABikIA8+J4Y69ONffp64/ka3FaspMMqT6vnlyVo5NN19Xad8NJBuB+HJzcQFdVNr/Hjm/3/CP5yk5N0r4jjRqfCDvLAXzW7851qLF7WH/9eMG8FunGGFWU+NXUM6IrPcPz9r4AZlf3UFD/8kGz1uZnaGNxlus4gFNVk1fccL97fKIoBDAvbm2P2+x2e9xUwXKgjh96iD77T7UpLdmrLQ/6nWVITkzQ958oVGvfDf49QsSw1mpvTb18Xo/++vGCeX//qePHtUwVAlHrp+81KRgKa3dlsYyZ20VIQKRbk5ehwuwUHTzdrhAfDMcdikIAc+5824AOX+zS1tJcFWS73R5X+aBf6cleLudF1Ll8bUjn2ga0rTRXPu/8bQy/k2+vX66UpATtralXOMzdNXDvaH2PTrf06z9+ZamyU33z/v6Pr8hSgsdw/BiIUkPBkH52rEmF2Sl6+qH5vwMYiDTGGG0vC6h7KKj3G3pdx8E8oygEMOdeqY2c7XE+b4K2lubqfPuALl8bdB0HmLbqyem9qnnednwnGQsT9cKG5brUOaQ/XLzmOg6gvTX1SvAY/cDR1Hp6cqIeWfaAjtb3aCzE5AUQbV4/cVUDoyG9XFGkBA/ThID0p5NY+7nfPe5QFAKYU829IzpQ16ZNK7K1Jj8ytsftmCxamCpEtLDWqvpUq/xpPm0oiox7k158olCJCUZ7Dte7joI4d7a1X0c+6dYza3K1NHOhsxyVD/o1MjahD64weQFEk7FQWPuONGpxmk/PPZznOg4QMVYsTlVpXrp+e65Do+MTruNgHlEUAphTt7bHbXE/TThlfVGWFqf5tL+uTdZybBKR70xrv5p6RvTs2tyImXRYkpGsv1iXrw+uXNfJJooRuLOnJjKm1itW3rynkOPHQHT5zalWdQyM6qVNhc6v9gAiTVVZQIOjIR2+yM+2eEJRCGDOdA8F9cbJZq3Jy9DjEbQ9LsFj9OzagK70jKiupd91HOBLTW2c21EeWZMOOyuLZIy0l6lCONLUPaw3z7SrssSv1YF0p1keCqQrKyVJtZe6neYAMH3h8M1FSGnJXn1r/TLXcYCIs70sIGOk6jqOH8cTikIAc+a1o5Pb47ZE3vY4jh8jWkyErQ6ebtPyrIUqi5Dj+1OK/an66uol+v3H13Sxgzs/Mf9ejaCpdY/HqKLErwvtA+ocGHUdB8A0vH2hUw1dw/rOhuVKS050HQeIOLkZC/SVgkz9/sI1DY6Ou46DeUJRCGBO3Nwed0WF2Sn6agRuj1ubn6HlWQt14HSbJtjaigh2vLFHnQNBVZUFIq5wl6RdkwXN1NIiYL5cGxzVv37YovKli7S+MNN1HElSRUm2JKmW48dAxLPWas/heiV5Pfr+E4Wu4wARa0d5QMFQWG+d63QdBfOEohDAnHj9xFX13xjXzgjdHmeM0Y6ygLoGgzre0OM6DnBX1beOHbvfdnwn5UsXaWNRlqpPtam174brOIgj//Rek8YibGp98+Q9hbWfcPwYiHTHG3t1qrlPX38kX/40n+s4QMTaVporr8eouo6TWPGCohDArJvaHudP8+m5dZF1p9rtqiaLl/0cP0aECoYm9ObZDq3KTdeKxWmu49zVri3FCoWt9h1pcB0FcWJgdFz/fOyKiv0pempVjus4t2Sn+rQmL0NHPuliWh2IcHsO18tjpJ2bi1xHASLaAylJqijx693L3eoZCrqOg3lAUQhg1t2+PS45MXK3x61YnKbVuek6dLZdwdCE6zjA59Re6lb/jfGInSacUrEyW6tz0/X6iWZdHx5zHQdx4BfHr2owGNLLlcXyRNjUekVJtvpGxnW6pc91FAB3cb5tQDWXurR1Ta4KslNcxwEi3o7ygCbCVofOtLuOgnlAUQhgVoXDVq/U1CvNFx3b43aUBzQ4GlLNRe6TQuSZOuKxvSyyi0JjjHZtKdaN8Qm9dqzJdRzEuGBoQj95t1FL0pP1tQjbBC5JlSWLJYntx0AEm7pXd3el+0VIQDR4clWOkhM9nMSKExSFAGbV2xc6Vd81rBc2LFd6FGyPe3aygNnPnRuIMMPBkN4+36GvFDygvEULXMf5UttKl2hp5gL99GiTRsZCruMghv36j626NhjUS5sKleSNvF9l1y1bpDSfVzWXrrmOAuAOmntHdKCuTZtXZqs0L8N1HCAqpPi8emr1En1w5bparo+4joM5Fnm/XQGIWtZa7a25uT3uxScKXMeZlrxFC/RYQaZ+f6FTQ0HKDUSOt893anQ8rKoInJi6E2+CRzsritU3Mq43Tja7joMYNRG2eqW2QenJXn0zQqfWExM8enxFlk4196l/ZNx1HACf8aMjDQpbpgmBe1U1OWBxoI7jx7GOohDArDnR2KuPrvbpLx/O1+L0ZNdxpm17eUCj42G9fb7DdRTgluq6NiV4jLaVLnEdZdqefyRf2alJ2nekUeMTYddxEIPeOtehxu5hfXdjgVJ9Xtdx7qqyZLHCVnr3MsePgUjSPRTUGyebtTY/QxuLs1zHAaJKZYlfGQsStf9Uq+somGMUhQBmzZ6am9vjXq6Iru1xz6zJlddjVM2dG4gQ14fHVHupS5tXZisr1ec6zrQlJybo+08UqrXvhg5wnB+zzFqrPTX18nk9+l6ET61XlGRLEsePgQjz2tEmBUNh7a4sljGRtQgJiHRJXo+2rVmijzsGdalz0HUczCGKQgCz4kL7gA5f7NLW0ujbHpeZkqTNK7NV+0m3eoaCruMAOnS2XaGwvXXEI5p8e/1ypSQlaG9NvcJh6zoOYsix+h6dbunXNx5dquwIL9DzH1ioYn+Kai51yVr+PQAiwVAwpNeONqkwO0VPPxQ90/pAJJlasMeARWyjKAQwK/bW3NwetytK73upKg9oImx16CzHj+He/lNt8nk9UfkfMhkLE/XChuW61DmkP1xkmgqzZ09NvRI8RjujZGq9smSxOgeCutQ55DoKAEmvn7iqgdGQdlYUKcHDNCEwE+sLs5ST7lN1XRsfhMUwikIA9625d0QHT7dr04psrcmPzu1xT61eouREjw7w6Rgca+u7oZNNvXpydU5E38H2RV58olCJCebWBwjA/Trb2q8jn3TrmTW5Wpq50HWcaal80C+J48dAJBgLhbXvSKMWp/n0Fw9Hx5IwIBIleIyeXRvQ1d4RnWrucx0Hc4SiEMB9+9GRBk2ErXZvic5pQklK9Xn1Z6tydKKpV619N1zHQRw7eLpN1ioqjx1PWZKRrL9Yl6+TTdf1QVOv6ziIAXuicGp9fWGmfF6Pai51uY4CxL3fnGpVx8CoXtxUKJ83wXUcIKrtKL/5O+p+BixiFkUhgPsytT1uTV6GHo/y7XE7JouZgyxhgEP7T7UpLdmrLZPTSNFqZ2WRjBFThbhvV3qG9eaZdlWW+LU6kO46zrQlJyZofVGWTjZe18hYyHUcIG6Fw1av1NQrLdmrF9Yvcx0HiHpr8jJUkLVQB0+3a4L7qGMSRSGA+zK1PW5XDGyPq3zQr/RkL5+OwZnL14Z0rm1AW0uXRP3EQ7E/VU+vztE7F67pYgeb8TBzr9Y2KGyja5pwSmWJX2MTYb3f0OM6ChC33r7QqfquYX17w3KlJSe6jgNEPWOMqsrz1D0U1LF6fr7FIopCADM2HAzpZ8euqCBrof68NPqWLnyWz5ugraW5Ot8+oMvXKDYw/6onp1l3lMfG/UlTxc4rtUwVYmauDY7qVx+2qHzpIm0oynQd555VlmRLkmoucvwYcMFaqz2H65Xk9ej7TxS4jgPEjKkrcqrrWh0nwVygKAQwY788cVX9N8a1s6I4ZrbHTd25Uc1UIeaZtVYH6trkT/NpQ1F0H+Ofsm7ZA9pQlKnqU23c/YkZ+el7TRqL4qn1Yn+q8hYtUO0n3a6jAHHpeGOvTjX36euP5GtxWrLrOEDMWLE4VQ8F0vXm2Q6Njk+4joNZRlEIYEamtsf5Y2x73PqiLC1O82l/XZus5c4NzJ8zrf1q7B7Ws2tzY6Z4l6TdW1YoFLbad6TBdRREmcHRcf38/Ssq8qfo6dU5ruPMiDFGFSV+NXYP60rPsOs4QNzZW1Mvj5F2bi5yHQWIOTvKAxocDekwU/Mxh6IQwIzsn9oe90ShkhOj+y612yV4jJ5dG9CVnhGdbul3HQdxZOpuzFg5djylYmW2Vuem6/UTzbo+POY6DqLIL45f1eBoSLsqiuWJ4vJ86vhxLduPgXl1vm1Ahy92aeuaXBVkp7iOA8ScZ9fePIl1gEWQMYeiEMA9C4et9tbUK83n1QsbYm97XNXk8WOWmmC+TIStDp5u0/KshSrLz3AdZ1YZY7RrS7FujE/otWNNruMgSgRDE/rxu41akp6sHesCruPcl8dXZCvBY1RziePHwHyauh93dxQuQgKiQWDRAj1WmKl3LnRqcHTcdRzMIopCAPfsncntcS9sWK70GNweV5afoeVZC3XwdJsmwhw/xtw73tijzoGgqsoCUXkP25fZVrpESzMX6LWjTRoZC7mOgyjw6z+26tpgUC9tKoz6DeDpyYl6ZNkDOlrfrbFQ2HUcIC40947oQF2bNq/MVmlebH0AB0SSHeUBBUNhvX2+03UUzKJpFYXGmP9pjGkyxlhjTOkdHv/ryceeve1rm4wxtcaYw8aYJye/lm6M+UdjTKsxptMYc84Y8w+z99cBMNestdpTc3N73Isxuj3OGKMdZQFdGwzqeEOP6ziIA1NHNqY2yMUab4JHOyuKdX1kXG+cbHYdBxFuImz1Sm2D0pO9+ub62JharyjJ1sjYhD640us6ChAXfnSkQWEr7WKaEJhT20pz5fUYTmLFmOlOFP6rpE2Srnz2AWNMvqSXJb3/mYd2Snpe0jOSdhtjPJJ+KylTUrm1NkfSRklDM4sOwIUTjb366Gqf/vLhfC1Oj93tcRw/xnwZC4V16EyHVuWma2VOmus4c+b5R/KVnZqkfUcaNT7BVBXu7q1zHWrsHtZ3NxYo1ed1HWdWVJYsliTVcvwYmHPdQ0G9cbJZa/Mz9Hhxlus4QEx7ICVJFSV+vXu5Wz1DQddxMEumVRRaa2uttS13efhVSf9Z0mf/v+Inkt6UVDv5nK2Slkt60VrbNfm6A9baPTMJDsCNPTX1MkbaWRHb2+NWLE7T6tx0vXm2XcHQhOs4iGG1l7rUf2NcO8pjc5pwSnJigr73eIFa+25w6TXuytqbd+D6vB59L4am1h8KpCsrJUk1LDQB5txrR5sUDIW1q7I4Jq/zACJNVVlAE2GrQ2faXUfBLLmvOwqNMbslnbPWHv/sY9baw9bah621j1hrfyfpEUkfWGtH7+c9Abhzof3m9rhtpbkqjIPtcVXlAQ2MhlRzkf+ww9zZP1mabY/RY8e3+86GAqUkJWhvTb3C3P+JOzhW36O6ln5949Glyk71uY4zazweo80rs3WhfUDXBvhVGJgrQ8GQfnbsigqzU/TVh5a4jgPEhadW5yg50cNJrBgy46LQGFMo6QeS/uvsxfnce/y9MaZl6s/QEKeUAZf21tzcHhcv971MFTfVTD9hjgwHQ3r7fIe+UvCA8hYtcB1nzmUsTNS31i/Tpc4h/eHiNddxEIH21NTLY6QfbI69qfXKB/2SpNpPOH4MzJXXT1xV/41x7awoUoKHaUJgPqT4vHpyVY4+uHJdLddHXMfBLLificKNkgKSLhhjmiRtkPRjY8wP7vL8DyU9aoyZ9sfD1tofWmvzp/6kpqbeR1wA96O5d0QHT7dr04psrcmPj+1xeYsW6LGCTL1zoVNDQTa1Yva9c6FTo+PhmF1icicvbSpSYoK59cEDMOVsa7+OfNKtZ9cGtCxroes4s27zyptFIcePgbkxFgpr35FGLU7z6S8eznMdB4grO8pv/jt3oI7jx7FgxkWhtfYX1tol1toCa22Bbi4zecla+6O7fMubkpol7TPGZEuSMSbXGPPDmWYAMH/2HWnQRNjGzTThlO3lAY2Oh/X2+Q7XURCD9p9qU4LHaNuaXNdR5s2SjGQ9ty5PJ5uu64MmNsDiT6bK45crY2+aUJKyU30qzUvXkU+6NMHRe2DW/eZUqzoGRvXipkL5vAmu4wBxpbLEr4wFiZzEihHTKgqNMf/LGNMiKV/SO8aYy/f6RtbasKSvShqUdNoY0yXp3yV13utrAZhfPUNBvfFBs9bkZeiJFfG1Pe6ZNbnyeoyquXMDs+z68JhqL3Vp04psZcXQXWzTsbOiWMaIqULccqVnWIfOtKuyxK+HArE7tV5Z4lffyLjOtPa7jgLElHDY6pWaeqX5vPrW+mWu4wBxJ8nr0dbSJbrQPqBLnYOu4+A+TXfr8d9NHv/1Tk4RrrjDc7ZYaw9+yev0W2v/1lobsNb6rbWrrLX/fabhAcyP1442aXQ8PrfHZaYkadPKbB35pFu9w2Ou4yCGHDrbrlDYxvy24ztZsThVT6/O0TsXrvHLJCRJr9Y2KGxj/w7cypLFksSSLGCWvX2hU/Vdw/r2xuVKT050HQeIS1WTv9MyYBH97mvrMYDYNxwM6bVjV1SQtVB/Xhqf2+N2lAcUClsdOsOdG5g9+0+1yef16Ok43co4VQgxVYhrg6P61YctKl+6SBuKMl3HmVPrli1Sqs+rmkss8wFmi7VWe2vqleT16PtPFLiOA8St9YVZWpzmU3Vdm6zlio1oRlEI4Av98tb2uOK43R731Ool8nk9fDqGWdPWd0Mnm3r15Kocpfq8ruM4sW7ZA9pQlKnqU21q7bvhOg4c+ul7TRoLxcfUemKCR0+syNKp5j71j4y7jgPEhBONvfroap++/ki+Fqclu44DxK0Ej9H2soCu9o7oVHOf6zi4DxSFAO5qantcdmp8b49L9Xn15OocnWjqVRuFBmbBwdNtsvZPRzTi1a7KYoXCVvuONLiOAkcGR8f18/evqMifoqdX57iOMy8qSxYrbKV3L3e7jgLEhD019fIYaefm2FyEBESTqSt1WGoS3SgKAdzV/sntcS9tKlRyYnxvj9tRdvOH3gF+6GEWVNe1KS3Zqy0P+l1HcaqyxK9Vuel6/USzrnMHaFz6xfGrGhwNaVdFsTxxMrVeUZItSRw/BmbBhfYBHb7Ypa1rclWQneI6DhD31uRlqCBroQ7UtWsizPHjaEVRCOCOwuGb972k+bx6YQPb4yof9Cs92av9HD/Gfbp8bUhnWwe0tXSJfN74LuCNMdpVWaQb4xN67ViT6ziYZ8HQhH78bqNy0n3asS5+pmvzH1ioYn+Kai91c4cTcJ+m7rndHeOLkIBoYYxRVXmeuoeCOlbf4zoOZoiiEMAdvTO5Pe6FDWyPkySfN0FbS3N1vn1Al6+xpRUzN3UUY0d5/B7nv90za3K1NHOBXjvapJGxkOs4mEe//mOrrg0G9TebiuKuNK8sWayOgVFd6hxyHQWIWs29Izp4ul2bV2arNC/DdRwAk6rKpo4ftzpOgpmiKATwOdZa7ampV1KCRy+yPe6WqfvkWGqCmbLW6kBdm/xpPm0oynIdJyJ4EzzaublI10fG9cbJZtdxME8mwlav1jYoPdmrb66Pv6l1jh8D9+9HRxo0EbbaxTQhEFFWLE7VQ4F0vXm2Q8HQhOs4mAGKQgCfM7U97i8fydfidLbHTdlQlCV/mk/VdW0cF8OMnGntV2P3sJ5dmxu3W8Tv5PlHlyorJUn7jjRqfCLsOg7mwVvnOtTQPazvbiyIy83fG4qy5PN6VHuJhSbATHQPBfXGyWatycvQ48V88AZEmqqygAZHQzp8sct1FMwARSGAz9lbUy9jpJ0VbI+7XYLHaPvagJp6RnS6pd91HEShqWnUqSMZuCk5MUHff6JArX03dPA0E7uxztqbd+D6vB59L06n1pMTE7S+KEsnGns5cg/MwGtHmxQMhbV7S7GM4YM3INJsL+MkVjSjKATwKRfaB/SHi13aVpqrQrbHfc7U8WOWmuBeTYStDpxu07LMhSpfush1nIjznQ0FSklK0N7DDUzsxrhj9T2qa+nXNx5dquxUn+s4zlSszNbYRFjvN3DZO3AvhoMh/ezYFRVmp+irDy1xHQfAHQQWLdBjhZl650KnhoJ8IBZtKAoBfMork9vjuO/lzsryM7Q8a6EOnm7TRJgyA9N3orFXnQNBVZUFmH64g4yFifrW+mW62DmoP1zk3rZYtqemXh4j/WBzfE+tb3nQL0kcPwbu0S9PXFX/jXHtrCjiGg8gglWVBRQMhfXWuQ7XUXCPKAoB3NLcO6IDp9v1xIosrclne9ydGGNUVRbQtcGgjjMFgnswtfltRznHju/mpU1FSkww2nO43nUUzJGzrf068km3nlkb0LKsha7jOFXsT1XeogWqucT9TcB0jYXC2nekUf40n55bl+c6DoAvsG1Nrrwew0msKERRCOCWfZPb43ZXrnAdJaJNFT3VdfzQw/SMhcI6dKZDq3LTtTInzXWciLUkI1nPrcvTyabr+qCp13UczIG9t6bW43uaULr5wVNFSbYau4d1tWfEdRwgKuw/1aqOgVG9tKlQyYkJruMA+AKZKUnavDJb717uVs9Q0HUc3AOKQgCSpJ6hoN74oFmleel6YgXb477IisVpWpWbrkNn2hUMTbiOgyhQe6lL/TfGWWIyDTsrimXMnwolxI4rPcM6dKZdFSV+PRRgal2SKktuHj+u+YSpQuDLhMM3FyGl+bz61vplruMAmIYd5XmaCFsdOtPuOgruAUUhAEk3t8eNjoe1u3IF96dNw47ygAZGQ9wthWnZPzl9ur0s13GSyLdicaqeXp2jdy5c06XOQddxMIterW1Q2Eq7uQP3lsdXZCvBY1RzkaIQ+DLvXOhUfdewvr1xudKTE13HATANT63OUXKih5NYUYaiEICGgyG9duyKCrIW6s9L2R43HdvLprYftzpOgkg3HAzpnfOdenT5A8p/IL7vZJuuqWVKTBXGjq7BoH71YYvKli7ShqJM13EiRnpyoh5etkjH6rs1Fgq7jgNELGut9tTUK8nr0fefKHAdB8A0pfi8enJVjk42XVfLda7ZiBYUhQBu2x5XzPa4acpbtEBfKXhA71zo1HAw5DoOItg7Fzp1Y3yCJSb3YN2yB7ShKFPVp9rU2nfDdRzMgn96r1FjobB2VxYztf4ZlSV+DY9N6MMr111HASLWicZefXS1T3/5cL4WpyW7jgPgHuwov7l46EAdx4+jBUUhEOfGQmH9+N1GZaf69BcPsz3uXlSV52l0PKy3z3e6joIItv9UmxI8RtvWcOz4XuyqLFYobLXvSIPrKLhPg6Pj+vn7V1TkT9HTq3Ncx4k4lSWLJYntx8AX2FNTL4+RXq5gERIQbSpKspWe7OX4cRShKATi3P5TrWrvZ3vcTGwrXaIEj+H4Me7q+vCYai91adOKbGWl+lzHiSqVJX6tyk3X6yeadX14zHUc3IdfHL+qwdGQdlUUy8PU+uc8FEhXVkoSRSFwFxfaB3T4Ytf/z96dB0d95mmCf97MlFJXSiBl6khd6MQgIcngMpeuWdvYYCyq7HLtlu2qLdttDN07MbMT0buz27uxEbszG9MzsR0zPdODKOMe455eY3fvTElQuLqwXTpcYIRdloTMIdCBhFInqTsl5fF79w8pMeXiECilNzN/zyeCPyyQ9BBVxE/5ze/7PthbnIYN1ljVcYjoIZlNRuzbkobLg1O4xvunQwIHhUQ6pmkSR5u6YTGb8OoOtsc9rKQ4MyoKrGi+NgYnBxl0F6c7BuHVJI8dPwIhBA5V5WLO48P7526ojkOPaMHrw7uf9yAl3owDj/Pfwd0YDAIVBVZcHpzCyNS86jhEQefo0n21h1iERBSyapbud+dWYWjgoJBIxz65PIzrIzN4ZUcW2+Me0YEyO7yaxOmLvHOD/lB9qwNmkwF7ilgS9Cie35KGzMRovHe2By437wINRb/4egAj0wt4szwHZhO31u+lBXYyPwAAIABJREFUaqMNANB0bUxxEqLg0u904WT7IMrzrdiSkaA6DhE9ou25SUi2mFHX6oCUUnUcegAOCol06nZ7nNGAN3fnqI4Tsp7ZnAqzyYD6Vr47Rr9vcHIOLb1OPL0pBXFmk+o4IclkNOBgRS7GXR58dKFfdRx6SD5N4mhjN+KjTPjxk9xav5+KgsVBIY8fE/2+Y83d8GkSh6u5TUgUyowGgRdK7ehzutB2c1J1HHoADgqJdOp2e9y2dCTHsz3uUcWZTXh6cwpaep1wsJ2V7nCqbRBSAi+U8rjlSrz8RCaSYiPxTnMPPD5NdRx6CGcuDaF7bBY/2ZkNC7fW78saZ0Zxejw+vzYKn8ZNCyIAuDWzgA+/7MeW9ATsyktSHYeIVsh//Jj3uwc/DgqJdKq2sQtCAAcr+Q7tSvkfeid55wbdoa5tAJYoE6qXjhTSo4mKMOL13RswMDGHU+38NxYqpJQ40tAFs8mAn+3i1vpyVBXaMO7y4OIANy2IAOD42V7MezQcrs6DECxCIgp1JRkJ2JAUg1Ptg3xTLMhxUEikQ5cHp/Cbq6PYW5yKHLbHrVj1RhssUSZezku3dY3OoGNgCnuLU9kmHgA/2bEBsZFG1DZ0816bEHGu+xbabk7i5ScyYLOw8Xs5Kv3Hj6/y+DHR7IIXx8/dQI41Fs/ynl+isCCEQE2pHaPTC/ii+5bqOHQfHBQS6RDb4wLLbDJiX3EavnFM4frIjOo4FAT8d1bWlKYrThIeEmIi8Mr2LFwdnsZvro6ojkPLcKShCwYBHKzgc2a5tmavR5zZhKZrHBQSfdDSh8k5D96qyIXRwG1ConBRU8bjx6GAg0IinfG3x+3OT0JJxjrVccKG/6HHrUKSUqK+zQFrnBk7eadSwLxZnosIo8CRhi7VUegBOgYm0XxtDM+X2JGVFKM6TsiIMBqwOz8JX/eNY9LlUR2HSBm3V8O7n/fAZjHjxa18w40onOQnW1Bkj8fHHUNY8PpUx6F74KCQSGdut8dV5auOElZ25CbBZjGjvnWARyN1rmNgCj1js9hfksYtiABKTYjCDx5Px4XecXx1w6k6Dt1H7e2t9VzFSUJPZaENmgQ+vz6mOgqRMnWtAxicnMcbu3N4fQdRGKoptWN63osGXrURtDgoJNIRf3tccXo8dudz0ymQjAaB/SVp6L3lQvtNXkSvZ/6jFAfK2HYcaAcr8yAEcKShW3UUuocbt2Zx+uIgKgttKLInqI4Tcvz3FDZ18sUT6ZOmSRxt6obFbMKrO7JUxyGiVfDCUhGk/6oeCj4cFBLpiL897lAV2+NWw4GyxeMxPH6sXz5N4mS7A1mJMSjL5NH+QMtPjsMzm1LwyeVhdA5Pq45Dd/FOczc0yW3CR5WZGIM8WywaO0e5nU669MnlYVwfmcGrO7IRHxWhOg4RrQL7umg8uSERn1wexsyCV3UcugsOCol0wt8el50Ug73FaarjhKXSjARkJ8XgZJsDPo0v8PSopceJ4akF1JTaOYxfJYeqF8sxjjZyqzDYjE4v4KMvb6I0cx125nJr/VFVFtowNDWPzmGWY5G+SClxpLELkSYD3ti9QXUcIlpFNWV2LHg1/PqbIdVR6C44KCTSCX973MFKtsetFiEEakrtGJlewPmeW6rjkAL1bTx2vNq2Zq3H9pxE1LUOYGBiTnUcusN7Z3vg9mo4XJXLQfkKVBXy+DHpU0uPE1/3TeClrRlIjo9SHYeIVtG+LWkwGQRPYgUpDgqJdMDfHmeNM+OlrRmq44Q1/4CId27oj9ur4fTFITyWakFBikV1nLB2uDoPXk3i3eYe1VFoyfS8B++fu4FcWyz2bE5VHSek7chNgtlkQCMHhaQztY1dMAjg7UpeXUAU7hJjI1FRYEXztTHcmllQHYe+g4NCIh2ob3MstseVb2B73CrLT7ZgU1o8Tl8cxILXpzoOraGmzlFMznlu31VJq6eq0IZNafH4oKUP47Nu1XEIi1vr0/NevF2ZCwO31lckKsKIJ3MS0dLjhMvNu5tIHy4PTuE3V0extzgNG6yxquMQ0Ro4UJYOnyZxuoPHj4MNB4VEYU7TJGobu2Axm/DajmzVcXThQJkdU/NeNHWOqY5Ca6hu6ejEC6W8A3S1CSFwqCoXcx4f3j93Q3Uc3Vvw+nCsuQcp8WZ8/3EOygOhqtAGt0/D+W6n6ihEa+JoYxcA4FBVnuIkRLRWntmcgqgIA+pbB1RHoe/goJAozH16ZQTXR2bwyo4stsetkRdKF48f1/GhpxuzC158cmkYT2SvR8b6GNVxdOH5LWnITIzGe2d7uHWl2C++HsDI9ALeLM+B2cSt9UCo3rh4TyGPH5Me9DtdONk+iPJ8K7ZkJKiOQ0RrJNZswtObUnChd5z3TgcZDgqJwpiUEkcariPSaMCbu3NUx9GN9HXR+N6G9fjk8jBmFzjA0INPLg9jzuNjickaMhkNOFiRi3GXBx9d6FcdR7d8msTRpm7ER5nw4yezVMcJG3m2ONgTojgoJF041twNnya5TUikQzVLCxYnWWoSVDgoJApjF3rH8bu+Cby0LZ3tcWuspiwd8x4NZy4Nq45Ca6C+1QGjQWDfFh47XksvP5GJpNhIvNPcA49PUx1Hl85cGkL36Cx+sjMbFm6tB4wQAlUbbegZm0XfLZfqOESr5tbMAj78sh9b0hOwOz9JdRwiWmNVG22IjzKhjkWQQYWDQqIwdqThOoQA3qpge9xa21ecCqNBoJ7vjoW98Vk3GjtHUZ5vRVKcWXUcXYmKMOJnuzZgYGIOp9r5b22tSSlxpLEbkSYDfraLW+uBVlW4dPz4GrcKKXwdP9uLeY+GQ1V5EIJFSER6YzYZsW9LGi4PTuHa8LTqOLSEg0KiMPVte1wqcm1xquPoTlKcGRUFVjR1jsLJVtaw9nHHELyavH10gtbWT3duQGykEbUN3ZBSqo6jK+e6b6GtfwI/eiIDNguH5IG2K98Ko0Gg8SoHhRSeZhe8OH7uBjYkxeC54lTVcYhIEf/P0FywCB4cFBKFKbbHqVdTaodXkzh9cVB1FFpFda0DMJsM2FOUojqKLiXERODHT2bh6vA0fnN1RHUcXalt7IZBAAcr+JxZDfFREdiatQ7nusbg9vJoPYWfD1r6MDnnwcHKPBgN3CYk0qvtuUlItphR1+rgm75BgoNCojDkb4/bnZ+Ekox1quPo1p6iVJhNBr47FsYGJ+fQ0uvEU5uSeT+bQm9W5CDCKFDb0K06im50DEyiqXMUz5fYkZXEpu/VUlVow6zbh69ujKuOQhRQbq+Gdz/vgc1ixotb01XHISKFjAaB/SV29DldaLs5qToOgYNCorD07uc9bI8LAnFmE57elIKWHiccE3Oq49AqONU2CCmBmlK+yFEpLSEa3y9LR0uvE1/dcKqOowtHmxaHsm9X8g7c1VTpv6eQ7ccUZupaBzA4OY83ducgKsKoOg4RKXagbPH4cV3rgOIkBHBQSBR2bs0s4MSFPhSnx6M836o6ju7VLD30WLQQnuraBmCJMqF6o011FN17uyoXQgBHuFW46m7cmsUv2x2oLLShOD1BdZywVmxPQGJsJJo4KKQwomkSR5u6YTGb8OqOLNVxiCgIlGQkYENSDE61D8Kn8fixahwUEoWZ4+dusD0uiFRvtMESZUJdKweF4aZrdAYdA1N4riiV2xBBID/Zgmc2peCTy8PoZGveqnqnuRuaBA5VcZtwtRkMApUFVlwanMLI1LzqOEQB8emVEVwfmcGrO7IRz2s7iAiAEAI1pXaMTi/gi+5bquPoHgeFRGFkdsGL42d7kZ0Ug73FaarjEACzyYi9xan4xjGF6yMzquNQANUvDX8PlPHYcbA4VL143cLRRm4VrpbR6QX83Zc3UZq5Djtzk1TH0QX/8eOma2OKkxCtnJQSRxquI9JowBu7N6iOQ0RBxH8Sq54LFspxUEgURk5c6F9qj8tle1wQ8Q+SWGoSPqSUqG9zwBpnxs48DkuCxdas9diek4i61gEM8F7QVfHe2R4seDUcrsrl1voaqShYGhTy+DGFgQu94/hd3wRe2paB5Pgo1XGIKIjkJ1uwOS0epzsGseD1qY6jaxwUEoUJt1fDseZuWOPMeGlrhuo4dIcduUmwWcyobx2AlLxzIxx0DEyhZ2wW+0vSOJQPMoeq8+DVJN5t7lEdJexMz3vwN+duINcWiz2bU1XH0Q2bxYzi9Hg0XxvlvU0U8o40XIcQwEEWIRHRXRwos2N63ouGq3xzTCUOConCRH2bY7E9rnwD70sLMkaDwP6SNPTecuHiwKTqOBQA/kY2f0MbBY/qQhseS7XgxIU+jM+6VccJKx+09GFq3ou3K3Nh4IB8TVUW2DDu8vAZQiHt8uAUfnN1FPuK05BjjVUdh4iC0P7SpePHPImlFAeFRGFA0yRqG7sQZzbh1e3ZquPQXfiPH7PUJPT5NImT7Q5kJcagLHOd6jj0HUIIHK7Og8vtw/vnbqiOEzYWvD68+3kPUuLN+P7jvJdzrVUV8vgxhb6jjV0AgENVeYqTEFGwSl8XjSc3JOKTS8OYWfCqjqNbHBQShYFv2+OykBDN9rhgVJqRgOykGJxqd/DoWIhr6XFieGoBNaV23tEWpJ7fkoaM9dF472wPXG7+kBkIv/h6AMNTC3izPAdmE7fW19rW7PWIM5vQyEEhhah+pwsn2wdRnm/FlowE1XGIKIjVlNmx4NVw5tKQ6ii6xUEhUYi7sz3uzd05quPQPQghUFNqx/DUAs733FIdh1agvm3x2HENjx0HLZPRgIOVuRh3efDRhX7VcUKeT5M42tQNS5QJP34yS3UcXYowGrArLwlf941j0uVRHYfooR1r7oZPk9wmJKIH2rclDSaD4EkshTgoJApx37bHpbM9LsjV+O/c4EMvZLm9Gk5fHMJjqRYUplhUx6H7eHlbJpJiI/FOcw88Pk11nJB25tIQukdn8dOd2bBEcWtdlaqNNmgS+G3XmOooRA/l1swCPvyyH8Xp8didn6Q6DhEFucTYSFQUWNF8bQy3ZhZUx9ElDgqJQlxtYxeEAN6qYHtcsCtIsWBTWjw+7hjCgtenOg49gqbOUUzOebhNGAKiI4342a4NGJiYw6l2DucflZQSRxq7EWky4Ge7uLWuUmXB4j2FjWyCpBBz/NwNzHs0HK7K55UdRLQsNWV2+DSJ0x08fqwCB4VEIezK0BQ+uzKCvcWpyLXFqY5Dy1BTasfknAdNndwICUX+BrYXSjgoDAU/3bkBsZFG1DZ0Q0reDfoovuh2oq1/Aj96IgM2i1l1HF3LTIxBri0WjZ2j/P8zhYzZBS+On+3FhqQYPFecqjoOEYWIZzanIirCgPrWAdVRdImDQqIQdrSxGwDb40LJC6VpAL4dOFHocLm9OHNpGE9kr0dmYozqOLQMCTER+PGTWbg6PI3fXB1RHSckHWnsgkEAByv4nAkGVYU2DE3N49rIjOooRMty4kI/Juc8OFiZB6OB24REtDxxZhOe3pSCC73jGJiYUx1HdzgoJApR/U4X6tsc2JWXhJKMdarj0DJlrI/B9zasx5lLQ5hdYBtrKDlzaRhzHh+PHYeYNytyEGEUqG3oVh0l5HzjmERT5yieL7EjK4nD8WBQVcjjxxQ63F4Nx5q7YY0z48Wt6arjEFGI8d/vfpILFmuOg0KiEPXu5z3waRKHq7nlEWpqSu2Y92g4c2lYdRR6CPWtDhgNAvu2pKmOQg8hLSEa3y9LR0uvE1/dcKqOE1Jql7bW367kHbjBYntOEiJNBjR2clBIwa++zYHByXm8WZ6DqAij6jhEFGKqNtoQH2ViEaQCHBQShaBbMws4caEPRfZ4lOdbVcehh7RvSxqMBsHjxyFkfNaNxs5R7M63whrHe9pCzdtVi4OuI9wqXLa+Wy78st2BigIritMTVMehJdGRRmzPSURLjxMuN7fSKXhpmkRtYxcsZhNe3ZGlOg4RhSCzyYi9xWm4NDiFa8PTquPoCgeFRCHodntcdR7b40JQUpwZ5flWNHWOYnzWrToOLcPHHUPwahIHSnnsOBTlJ1uwZ3MKPrk8zB80l+nnzV3QJLi1HoSqCm1w+zSc7+aGLAWvT6+M4PrIDF7dkY34qAjVcYgoRB1YuvKHCxZri4NCohAzu+DF++d6kZ0Ug73FPAIZqg6U2eHVJE53DKqOQstQ1zoAs8mAPUUpqqPQIzq0NPDyH6elexudXsDffXkTpRkJ2JmbpDoOfcftewp5/JiClJQSRxquI9JowBu7N6iOQ0QhbHtuEpItZtS3OSClVB1HNzgoJAoxJy70Y8LlwcHKXLbHhbA9Rakwmwyo450bQW9wcg4tvU48tSkZFm5FhKytWeuxPScRda0DcLA9777eO9uDBS+31oNVfnIc7AlRaOKgkILUhd5x/K5vAi9tS0dyfJTqOEQUwowGgf0ldty45ULbzUnVcXSDg0KiEOL2anh3qT3upa0ZquPQCsSZTXh6Uwou9Do5tAhyp9oGISVQU8rGxlB3qDoPXk3iWHOP6ihBa2bBi785dwO51lg8szlVdRy6CyEEqjba0D02i75bLtVxiP5AbWMXhAAOVvLqAiJaudvHj7lgsWY4KCQKIfVtDjgm5/FG+Qa2x4WBmjI7pAROtfOhF8zq2gZgMZtQvdGmOgqtUHWhDY+lWnDiQh/vB72HD873YWrei7eruLUezCoLlo4fX+NWIQWXK0NT+OzKCPYWpyLHGqs6DhGFgZKMBGQnxeBkuwM+jceP1wIHhUQhQtMkjjZ2Ic5swqvbs1XHoQCo3miDJcrE48dBrGt0Bh0DU3iuOJXD+TAghMDh6jy43D68f+6G6jhBZ8Hrw7HPu5ESb8b3H+cGbTDblW+F0SB4/JiCztGle2APVXGbkIgCQwiBA6V2jE4v4IvuW6rj6MKyBoVCiL8UQvQKIaQQoviOj/8nIUS7EKJVCHFBCPHUHb9XLoRoEkI0CCGeXvpYvBDiPwghBoQQw0KIb4QQfxr4vxZR+Pn0ygiujczg1e1ZSIjmPWnhwGwyYm9xKr5xTOH6yIzqOHQX/iMONWVsOw4Xz29JQ8b6aBw/14s5t091nKBS97UDw1MLeLM8B2YTB+PBLCE6Aluz1uHs9TG4vZrqOEQAgH6nC/VtDuzOT0JJxjrVcYgojNTw+PGaWu5G4d8DKAfw3bff/0cpZYmUsgzAWwA+FN/een0QwMsAngdwWAhhAPArAIkAyqSUKQB2AuCrYyxels81WrqX32uPK89RHYcC6EDZ4tZOfRsfesFGSomTbQ5Y48xsfg0jJqMBBytz4Zx146Mv+1XHCRqaJlHb1AVLlAk/fjJLdRxahsoCG2bdPnx1Y1x1FCIAwLuf98CnSRyuylcdhYjCTH6yBZvT4nG6YxALXr7Ru9qWNSiUUjZJKW/e5eMTd/znOgB3Trr+GsDHAJoA/BzAXgDZAN6QUo4uff6UlPLII2YPG7MLXrzyznm88s4XLDWgu/K3x724NR0pbI8LKztyk2CzmHGyzQEp+WZBMOkYmEL32Cz2l6TBZORNHeHk5W2ZSIyNxM+buuHxcRsLAH59aRjdo7P4yY5stnuHiKqle1ObeE8hBQHnrBsnLvShOD0eu/P55hoRBd6BMjum571ovMrn3mpb8SsfIcS/EkJ0AfgvAF6WS690pZQNUsqtUsptUsp/ALANwJdSyvmH+Nr/TAhx0/9rZiY8lw+NBoGKAivO9zix99814/TFQdWRKMh82x6XqzoKBZjRILC/JA09Y7O4ODCpOg7dob5tAACPHYej6EgjXt+1AQMTc/hlO5+5UkocaexCpMmA13dzaz1UFNsTkBgbyRdMFBTeO9uLeY+GQ1V5+PaAGRFR4OwvXfyZvI4nsVbdigeFUsp/LqXMA/AjAP9GCBG58li3v/ZfSCkz/L/i4uIC9aWDSlSEEf/ngWK8+98/AaNB4I//9nf4079rw+yCV3U0CgL+9rjnilKRawvPfwN6V+N/6PHOjaDh0yTq2xzITIzG45m8Zykc/WRnNmIijaht7NL9Nu8X3U609U/g5W0ZsFnMquPQMhmW3mi+NDiFkellvw9PFHCzC14cP9uLDUkx2FucpjoOEYWp9HXReHJDIj69PIwZzkpWVcDOUkkpPwFgAbDlHn/kKwBPCCH4E+g9PLUpBb/6pxWoLLTh7766ief/shlt/RMP/kQKa2yPC39lmeuQlRiDU+0O3lUaJFp6nBieWkBNqZ2bEWFqXUwkXnkyC1eGptGg842sI41dMHBrPSRVFS4eP27uHFOchPTsxIV+TM558FZlLowGPjOJaPW8UGbHvEfDmUtDqqOEtUceFAohTEKIgjv++0kAyQC67/EpHwPoB3BMCGFd+pw0IcRfPGqGcJRsicJ7P/se/vf9m+GYmMdLR87ir35zncMDnbo5vtgetysvCaXcagpbQgjUlNoxPLWA8z23VMchfFsu4y+bofD0ZkUOIowCRxq6VEdR5hvHJJo6R7FvSxqyk2JVx6GHVFGwOChs7NT3sJvUcXs1vNvcDWucGS9tzVAdh4jC3PNb0mAyCJ7EWmXLGhQKIf5KCHETQAaAT4QQ1wEYAbwnhOgQQrQB+LcAfiilvGv1mpRSA/AsgGkA7UKIUQCfARgOwN8jrBgMAm+W5+AXf7IbOdZY/Jt/uMqiE5061rzUHlfNbcJwd2DpHryTvHNDObdXw+mLg3gs1YLCFIvqOLSK0hKi8f2ydLT0OvHVDafqOEpwaz202SxmFNnj0XxtlG8qkxL1bQ44JufxRvkGREUYVcchojCXGBuJ8gIrmq+N4dbMguo4YWu5rcd/snRPoElKmSqlzJdSLkgpd0spi6WUpVLKXVLKzx7wdSallH8spbRLKW1Syk1Syj8PzF8l/Gy2x+PkPy7HT3dms+hEh/ztcUX2eJTnW1XHoVVWkGLBprR4nL44BLeXLawqNV8bxeSchyUmOvF21eJx2yMN9zoQEb76brlwqt2BigIritMTVMehR1RVaMO4y4MOFmLRGtM0iaONXbCYTXhtR7bqOESkEwfK7PBpEqc7ePx4tQTsjkJaHXcrOvmf/p5FJ3rgb487XM32OL2oKbVjcs6DJh4hU8p/lOGFEg4K9SA/2YI9m1PwyeVhXBueVh1nTb3T3A1NglvrIc5/TyGPH9Na+/TKCK6NzOCVHVmIj4pQHYeIdOKZzamIijDgJI8frxoOCkPEnUUnH33JopNwN7vgxfvnepHN9jhdeaF08X/rOh4/Vsbl9uLMpWFsy16PzMQY1XFojRxaGpQdbdLPVuHYzAI++rIfpRkJ2JmbpDoOrcDW7PWIM5s4KKQ1JaXEkYbriDQa8ObuHNVxiEhH4swmPLUpBS29TgzwerZVwUFhCLlb0cl/bGDRSTg6caEfEy4P3qpge5yeZKyPwRPZ63Hm0hC3hhU5c2kYcx7f7TsjSR+2Zq3HkzmJ+MXXA7q5D/i93/ZiwavhUBW31kNdhNGAXXlJ+LpvHJMuj+o4pBMXesfxu74JvLQtHcnxUarjEJHOHCjl/e6riYPCEPPdopN//aurePUYi07CyZ3tcT/cxvY4vTlQZse8R8Mnl9nzpEJ9qwNGg8C+Ldzk1ZvD1XnwahLvft6jOsqqm1naWs+1xmJPUarqOBQAVRtt0CTw264x1VFIJ2obuyAEcLCSVxcQ0dqr2mhDfJQJ9Tx+vCo4KAxR/qKTn+zIxhfdLDoJJ/72uNd3sz1Oj/ZtSYPRIG7fk0drZ3zWjcbOUezOt8IaZ1Ydh9ZYdaENj6Va8EFLHyZcbtVxVtUH5/swNe/FwUpurYeLyoKlewqv8vgxrb4rQ1P47MoI9hanIscaqzoOEemQ2WTE3uI0XBqcwvURfd0xvRY4KAxhURFG/F/fZ9FJOPG3x8WxPU63kuLMKM+3oqlzFOOz4T2sCDYfdwzBq8nbRxlIX4QQOFydB5fbh/fP3VAdZ9UseH049nk3ki1m/GBruuo4FCCZiTHItcWi6doopOSVNLS6jjYu3ud6qIrbhESkjv+qIG4VBh4HhWHgu0Un+//95yw6CVGfLbXHvbo9CwnRbI/TqwNldng1idMd3BJeS3WtAzCbDNhTlKI6Ciny/JY0ZKyPxntnezHn9qmOsyrqvnZgeGoBb5bnwGzi1no4qSq0YXByHtdGZlRHoTB2c9yF+jYHducnoSRjneo4RKRj23OTkGwxo67NwTfJAoyDwjBxZ9HJwPgci05C1JHGLkQaDXijnO1xeranKBVmk4HHj9fQ4OQcWnqdeGpTMixRHNLrlclowMHKXDhn3fjoy37VcQJO0yRqm7pgiTLhle1ZquNQgFUW8vgxrb5jzT3waZLbhESknNEgsL/Ejhu3XGi/Oak6TljhoDCM3KvoZHCSRSeh4EKvE1/dGMeLW9ORwvY4XYszm/D0phRc6HWyqGiNnGobhJRADY8d697L2zKRGBuJnzd1w+PTVMcJqF9fGkb36Cx+siObA/EwtCMnCZEmA5qucVBIq8M568aJC30oTo9Heb5VdRwiItQsHT/mgkVgcVAYhr5bdPLcv23Gxyw6CXpHGvztcbmqo1AQeKHUDimBU+186K2F+jYHLGYTqjcmq45CikVHGvH6rg0YmJjDL9vD59kppVzcWjcZ8Ppubq2Ho+hII7bnJOJ8txMuN++rpsB772wv5j0aDlXlQQgWIRGReqUZCchOisHJdgdPUwYQB4Vhyl90cuyni0Unh1l0EtT87XHPFaUi1xanOg4FgeqNNliiTKhv46BwtXWPzuDiwCSeLU5l0zgBAH6yMxsxkUbUNnaFzZ03X3Q70dY/gZe3ZcBmYat3uKoqtMHt03C+26k6CoWZ2QUv3j/Xi+ykGOwtTlMdh4gIwGIZXU2pHaPTCzjffUt1nLDBQWGYe3pzCn71TypQUWC9XXTSfpNFJ8GG7XH0XVERRuwtTkXHwBS6Rnkx/WryD2NZajdqAAAgAElEQVT9zWlE62Ii8eMns3BlaBoNYXLfW21jFwzcWg97Vf57CjvD4/+3FDxOXOjHhMuDg5W5MBq4TUhEweMAjx8HHAeFOpAcH4Xjrz95u+jkxf/IopNg4m+P25WXhNJMtsfRt2pK0wEA9XzorRopJepbHbDGmbEzN0l1HAoif1SRgwijwJHGLtVRVuwbxyQaO0exb0saspNiVcehVZSfHAd7QhSaOCikAHJ7Nbzb3A1rnBkvbc1QHYeI6PfkJ1uwOS0eH3cMYsHrUx0nLHBQqBMsOglebI+je9mZlwRrnBn1bY6wOf4YbDoGptA9Nov9JWkwGflIpG+lJUTjQFk6WnoWi6ZCGbfW9UMIgaqNNnSPzaLf6VIdh8JEfZsDjsl5vFG+gVd0EFFQqimzY2rei8YwOQmiGl8V6cxmezzq/wcWnQQLf3tckT0eFQVsj6PfZzQI7C9JQ8/YLC4OTKqOE5bq2wYAfNuYRnSnQ1WLx3RrQ3irsO+WC6faHagosKI4PUF1HFoDlQU8fkyBo2kSRxu7EGc24dXt2arjEBHd1QulS8ePeb97QHBQqEPRkX9YdPI//307i04UOM72OHoA/50bPH4ceJomcbJtEJmJ0Xicx/7pLvKTLXhmcwrOXBrGteFp1XEeyTvN3dAkcJjbhLqxK98Ko0FwUEgB8emVEVwbmcGrO7KQEB2hOg4R0V2lr4vG9zasx6eXhzHDucaKcVCoY3cWnXz4ZT+LTtaYy+3F8XP+9rhU1XEoSJVlrkNWYgxOtjt4r2iAtfQ6MTQ1j5pSOwf1dE+HqxcHbEebuhUneXhjMwv46Mt+lGYkYGce7+DUi4ToCGzNWoez18fg9mqq41CIq23sQqTRgDd356iOQkR0XzVl6Zj3aDhzaUh1lJDHQaHO+YtO/rfnN7HoZI2daFlsj3urIpd3o9E9CSFQU2rH8NQCWnqcquOEFX8z2oGydMVJKJhtzVqPJ3MS8YuvB+CYCK17fd/7bS8WvNxa16PKAhtm3T78ri+079cktS70Lt7R+tK2dCTHR6mOQ0R0X89vSYPJIHgSKwA4nSAYDAJ/VJGL//onu7CBRSdrwuPTcGypPe6H29geR/d3+/jx0n16tHJur4bTFwfxWKoFhSkW1XEoyB2uzoNXk3j38x7VUZZtZsGL98/1Itcaiz1F3FrXm6qNvKeQVu5IQxeEAN6qyFUdhYjogRJjI1FeYEXztTE4Z92q44Q0DgrptiJ7Ak6y6GRN1Lcutse9vpvtcfRgBSkWPJZqwemLQzxGFiDN10YxOedhiQktS3WhDY+lWvBBSx8mXKHxg+cH5/swNe/FwcpcGA3cJtSbYnsCEmMj2f5Ij+zK0BQ+uzKCvcWpyLXFqY5DRLQsB8rs8GoSpznHWBEOCun3+ItO3mHRyarRNInapfa413awPY6W50BZOibnPGjidkhA+I8dv1DCQSE9mBACh6ry4HL78P65G6rjPNCC14djn3cj2WLGD7byaL0eGQwCFQVWXBqcwsj0vOo4FIKONi7ey3qIRUhEFEKe2ZwKs8nA48crxEEh3dUzLDpZNZ/52+O2sz2Olu+F0jQAQF0bH3or5XJ7cebSMLZlr0dmYozqOBQi9pekIWN9NN4724s5t091nPuq+9qB4akFvFmeA7OJW+t6VVW4ePy4uXNMcRIKNTfHXahvc2BXXhJKMtapjkNEtGxxZhOe3pyCll4nBkLsbulgwkEh3ROLTlbHkaX2uDfK2R5Hy5exPgZPZK/HJ5eGueG7QmcuDWPO40NNKbcJaflMRgPeqsiFc9aNj77sVx3nnjRNorapC5YoE17ZnqU6DilUUcB7CunRHGvugU+Tt1vfiYhCif9n/FNcsHhkHBTSfbHoJLD87XEvbk1HCtvj6CEdKLNjzuPDJ5eHVUcJaSfbHDAaBPZtSVMdhULMj57IRGJsJH7e1A2PLzjvC/31pWF0j87iJzuyYYni1rqe2SxmFNnj0XxtlG/y0rI5Z904caEPRfZ4lOdbVcchInpo1RttsESZbl81RA+Pg0JaFn/RyWs7slh0sgK1S+1xByvZHkcPb9+WNBgNgndurMD4rBsNV0exO98Km8WsOg6FmOhII362awMGJubwy/bgewZKuXgHbqTJgNd3c2udFo8fj7s86BiYVB2FQsR7Z3sx79FwuDoPQrAIiYhCj9lkxL7iNFwanML1kWnVcUISB4W0bNGRRvyL729h0ckjujo0jU+vjOC5IrbH0aNJijOjPN+Kxs5RjM+GRvNqsPm4YwheTfLYMT2yn+7MRkykEbWNXZAyuLa0zvc40do/gZe3ZXAQTgC+vaeQx49pOVxuL94/14vspBjsLebWPRGFrpqyxZ/1uWDxaDgopIfGopNHc7SxCwDb42hlakrt8GoSpzuCb5spFNS3DSDSZMCzRSmqo1CIWhcTiR8/mYUrQ9NouBpcw5cjDV0wcGud7rA1ez3izCY0cVBIy3CipR8TLg8OVubCaOA2IRGFrh25SbBZzKhrcwTdG7uhgINCeiR3Kzo50tDFO3Du4ea4C3VL7XGlmWyPo0e3pygFZpOB7449gqHJeZzvceKpx5J5dxutyB9V5CDCKHBk6Q2gYHDJMYXGzlHs25KG7KRY1XEoSEQYDdiVl4Tf9Y1j0uVRHYeCmMen4VhzN6xxZry0NUN1HCKiFTEaBPaXpOHGLRfab/L6jYfFQSE9su8Wnfz5r66w6OQe/O1x3CaklbJEReDpTSlo6XXy39pDOtXugJSLpTBEK5GWEI0DZelo6VksqAoGtdxap3uo2miDJoHfdo2pjkJBrL7VAcfkPN4o34CoCKPqOEREK3agLB0AWGryCDgopBVj0cn93dkeV1HA9jhauRdK7ZASONXGf2cPo67VAYvZhOqNyaqjUBg4VLV4vLc2CLYK+265cKrdgYoCK4rTE1THoSBTWbB4TyGPH9O9aNpiEVKc2YRXt2erjkNEFBClGQnITorBqXYHTz4+JA4KKSBYdHJvx5fa4w5VsT2OAqN6ow2WKBPq2gZURwkZ3aMzuDgwiWeLU7kpQQGRn2zBM5tTcObSsPJGvXeau6FJ4DC3CekuMhNjkGuLRWPnKO9porv67MoIro3M4NXtWUiI5tUcRBQehBCoKbVjZHoB57tvqY4TUjgopIBi0cnvc7m9OH6uF1mJMdhbnKo6DoWJqAgjnitKRcfAFLpGZ1THCQn1bYtHDnjsmALJf8y3trFbWYaxmQV89GU/SjISsDMvSVkOCm5VhTYMTs7j2gifGfSHjjR2IdJowBvlOaqjEBEFlP9nf/9rAVoeDgop4O5VdKLpcN33zvY4k5H/3Chw/HdusNTkwaSUqG91wBoXiZ25HKRQ4GzLXo8ncxJR1zoAx4SaO0Pf+20vFrwaDnNrne6jspDHj+nuLvQu3rX64tZ0pMRHqY5DRBRQ+ckWbEqLx+mLg1jw+lTHCRmcXNCquHvRyXldlS982x4XiR9uY3scBdbOvCRY48yob3PwKNkDfOOYQvfYLPaX2Dmwp4A7XJUHj0/i3c971vx7zyx48f65XuRYY7GniFvrdG87cpIQaTKgkYNC+o4jDV0QAjhYmas6ChHRqjhQZsfUvBeNV/kMXC6+YqJVdWfRybnuW7oqOvG3x72+O4d3olHAGQ0C+0vS0DM2i46BKdVxglpd6+Jdji+U8tgxBV71RhseS7Xgg5Y+TLjca/q9T7T0YWrei7crc2E0cJuQ7i060ojtOYk43+PEnJsbFbToytAUPrsygueKUpFri1Mdh4hoVfhfA/D48fJxUEir7s6iE4MADv/t7/DP/792uNzhW3SiaRJHmxbb417bwfY4Wh3+Ozf8gzD6Q5omcbJtEBnro7E1a53qOBSGhBA4VJUHl9uH98/dWLPv6/ZqONbcg2SLGT/Ymr5m35dCV1WhDW6vhi96eKE7LTq6dL/qIRYhEVEYS18Xje9tWI9PLg+zbHWZOCikNfPM5hT8wz+tREWBFScu9GP/X4Zv0clnV0bQOcz2OFpdZZnrkJUYg5PtDvh0eAfocrT0OjE0NY8DZXbe30arZn9JGjLWR+O9s71rtq31i9YBDE3N483yHJhN3FqnB6tauqeQR68IAG6Ou1Df5sCuvCSUZvKNNCIKbzVl6Zj3aDhzaVh1lJDAQSGtqTuLTm6GcdFJLdvjaA0IIVBTasfw1AJaepyq4wSluqWyl5pSblzR6jEZDXirIhfOWTc++rJ/1b+fpknUNnbBEmXCK9uzVv37UXjIT46DPSGKhSYEADjW3AOfJnG4mtuERBT+9hWnwmgQPIm1TBwU0pq7s+gkOykm7IpOLvQ68eWNcfzgcbbH0eqrKfPfucGH3ne5vRo+7hjEY6kWbEy1qI5DYe5HT2QiMTYSP2/qhsenrer3OnN5GN2js3htRzYsUdxap+URQqCy0IbusVn0O12q45BCzlk3TlzoQ5E9HuX5VtVxiIhWXVKcGRUFVjRfG4Nzdm3vlA5FHBSSMkX2BJz6xxV4dfu3RSe/6gj9opNaf3tcFdvjaPUVpljwWKoFpy8Owe1d3eFEqGm+NooJl4clJrQmoiON+NmuDRiYmMMv21fvWSalxJGGLkSaDHh994ZV+z4Unm4fP+ZWoa4dP9uLeY+GQ1V5vJaDiHSjptQOryZxWiflqivBQSEpFR1pxL/8wRb8/CfbYBDAof8c2kUnV4em8emVETy7ORV5bI+jNXKgLB2Tcx4eJ/sOf7NZDQeFtEZ+ujMbMZFG1DZ2QcrVuVLjfI8Trf0T+OG2DCRbuLVOD2dXvhVGg+CgUMdcbi+On+tFdlIM9hanqo5DRLRm9hSlwmwyoL6V7ccPwkEhBYU9Ral/UHRy8eak6lgP7WhjFwDgEO97oTX0QmkagG8HY7T4QujX3wxjW/Z6ZCbGqI5DOrEuJhI/fjILV4am0bBKg5gjDV0wCOBgBbfW6eElREfg8cx1ONd1i1voOnWipR8TLg/eqsiFyciXgkSkH3FmE57enIKWXiccE+Fx7dlq4dOBgsadRSf94y68eOS3qG0MnaITf3vcztwklLE9jtZQxvoYPJG9HmcuDWN2ITS3cQPtzKVhzHl83CakNfdmeQ5MBoEjDV0B/9qXHFNo7BzF3i1p2GCNDfjXJ32oKrRhZsGL3/WNq45Ca8zj03CsuRvWODN+uC1DdRwiojXnf21wkgsW98VBIQUVf9HJL/5kN7ISY/CvPg6dopNjzT3wsj2OFKkps2PO48Mnl4dVRwkKJ9scMBoE9m1JUx2FdMa+LhrffzwdLT1OfHUjsIOYo02Lw8fDVXzO0KOr2sh7CvWqvtUBx+Q8Xt+9AVERRtVxiIjWXPVGGyxRJp7EegAOCikohVrRiXPWjQ8v9KPIHo+KArbH0drbtyUNRoPgnRsAJlxuNHaOYldeEmwWs+o4pEOHlsqsahsDt1XY73ThZJsDFQVWFKcnBOzrkv4U2xOQGBvJe211RtMkahu7EGc24bUd2arjEBEpYTYZsbc4Fd84pnB9ZFp1nKDFQSEFrVAqOjl+thdzHh/b40gZa5wZ5flWNHaOYnzWrTqOUh93DMHjkzhQlq46CulUfrIFz2xOwZlLwwH7IfSd5m5oktuEtHIGg0BFgRXfOKYwMj2vOg6tkc+ujODayAxe3Z6FhOgI1XGIiJTxv0bggsW9cVBIQW9PUSp+FcRFJ/72uKxEtseRWjWldng1iY87hlRHUaqudQCRJgOeLUpRHYV07NDSQK+2sXvFX2tsZgEfXuhHSUYCduYlrfjrEVUVLh4/bu4cU5yE1kptYxcijQa8UZ6jOgoRkVI7chdPHdW3OSBlaPQhrDUOCikkpARx0cnt9rhKtseRWnuKUmA2GVDXOqA6ijJDk/M43+PEU48lwxLFjQlSZ1v2ejy5IRF1rQMrbtY7frYXC16NW+sUMBUFi4PCpms8fqwHF3qd+PLGOF7cmo6U+CjVcYiIlDIaBPaXpKH3lgvtQbSAFEw41aCQ4S86+a9//G3RyWvvqi06+bY9LhIvsz2OFLNEReCpTclo6XWGRAHQajjV7oCUwIEyth2Teoer8+DxSbz7ec8jf42ZBS+On+1FjjUWzxZxa50Cw2Yxo8gej6bOUfiC4E1XWl21DV0QAjhYmas6ChFRULh9/JilJnfFQSGFnOL0b4tOznapLTr5tj0uh+1xFBRqStMhJXCqLXjLf1ZTXasDFrMJ1RuTVUchQvVGGx5LteCDlj5MuB7t7tATLX2YmvfiYGUujAZuE1LgVBXaMO7yoGOA2xTh7OrQND69MoLnilKRa4tTHYeIKCiUZiQgOykGJ9scfMPsLjgopJAUDEUnmiZxtIntcRRcqjfaYDGbUNemv+PH3aMzuDgwiWeLUzm4p6AghMChqjy43D78zbkbD/35bq+GY809SLaY8eJWlvNQYFUu3VPI9uPwdnSpff0Qi5CIiG4TQqCm1I6R6QWc776lOk7Q4aCQQpq/6KQ8f+2LTn5zdQSdwzN4he1xFESiIox4rjgVHQNT6BqdUR1nTfmPDtSU8tgxBY/9JWlIXxeN/3S2F3Nu30N97i9aBzA0NY83ynNgNnH4TYG1NWs94swmNHJQGLZujrtQ1+bArrwklGauUx2HiCio+F8z8PjxH+KgkEJeSnwU3n/jSfzZvrUtOjnSsNge9ybb4yjI3L5zo1U/Dz0pJepbHbDGRWIXW2EpiJiMBhyszIVz1o2/+6p/2Z+naRJHG7tgiTLh1e1Zq5iQ9CrSZMCuvCR83T+ByTmP6ji0Co4198CnSW4TEhHdRUGKBZvS4nH64iAWvA/3Zm6446CQwoLBIPBW5R8WnQxNzq/K9/O3x/3gcbbHUfDZmZcEa5wZJ9sckFIfd25845hC99gs9pfY2T5OQedHT2QiMTYSP2/qhtenLetzzlweRtfoLF7bkc0Gb1o1lYU2+DSJs9fHVEehAHPOunHiQh+K7PGoKLCqjkNEFJQOlNkxNe9FUyefg3fiqykKK/6ik1f8RSf/rgm/6hgK+Pe53R5XxfY4Cj5Gg8D+kjR0j82iY2BKdZw1Ude6eCfjCzx2TEEoOtKIn+3agJvjc/jlxQcXDUkpF7fWTQa8vnvD6gck3apauqeQx4/Dz/GzvZj3aDhUlQchWIRERHQ3/tcO/tcStIiDQgo70ZFG/N9LRScCwKH//FVAi0787XHPbk5FHtvjKEjVlOnnoadpEifbBpGxPhpbs3gHEwWnn+7MRkykEUcauh646Xu+x4nW/gn8cFsGki3cWqfVk5kYg1xbLBo7R3Wzga4HLrcXx8/1IjspBnuLU1XHISIKWunrovG9DevxyeVhzC6sXTFqsOOgkMLWahWd3G6Pq+Z9LxS8Hs9ch8zEaJxsd8C3yvd1qtbS68TQ1DxqSu3cmqCgtS4mEv/d97JwZWgaDQ/Y3qpt7IJBAAcruLVOq6+ywIbByXlcH9FXAVY4O9HSjwmXB29V5PI6DiKiB6gptWPeo+HMpWHVUYIGnxwU1gJddHJz3IX6Ngd25iahjO1xFMSEEDhQmo7hqQW09DhVx1lV/qYyf4kLUbD6o4ocmAwCRxq67vlnLjmm0HB1FHu3pGGDNXYN05FeVW3k8eNw4vFpONbcDWtcJH64LUN1HCKioLdvSxqMBqGLk1jLxUEhhb1AFp0ca+6BV5PcJqSQ4D9+7B+khSO3V8Ppi4PYmGLBxlSL6jhE92VfF40DZelo6XHid33jd/0zR5sWh4iH2VJKa2RHThIiTQYOCsNEfasDjsl5vL47B1ERRtVxiIiCXlKcGeX5VjRfG4Nz1q06TlDgoJB0Y6VFJ+Ozbnx4oR+b0+JRyfY4CgGFKRY8lmrB6YuDcHuX17QaapqvjWLC5bk9FCUKdoeWSrBq77JV2O904WSbAxUFVhSnJ6x1NNKp6Egjtuck4nyPE3Nun+o4tAKaJnG0qQtxZhNe25GtOg4RUcg4UGaHV5M4vYzSOT3goJB0xV90cvSOopP/5b8sr+jk+LlezHl8OFTN9jgKHTVldkzOedB8LTw3RfzbkjVsO6YQUZBiwdObUvDrS8O4PjL9e7/3TnM3NAkc4jYhrbGqQhvcXg1f9NxSHYVW4LMrI+gcnsGr27OQEB2hOg4RUcjYU5QKs8kQ1iexHgYHhaRLz95RdPJBy4OLTlxuL94724usxBjsY3schZAXSvztx+H30HO5vfj1N8PYmrUOmYkxquMQLdvhpesrjjZ23/7Y2MwCPrzQj5KMBOzKS1IVjXSqqnDpnsKr4fmmkl7UNnYh0mjAG+U5qqMQEYWUOLMJT29KQUuPE46JOdVxlOOgkHTrYYpOPryw1B5XyfY4Ci2ZiTHYlr0eZy4NL2tzNpR8cnkEcx4fS0wo5GzLXo8nNyTiF60DGJxc/GH0+NleLHg1HKri1jqtvfzkOKQlRKEpTLfP9eBCrxNf3hjHi1vTkRIfpToOEVHI8V9ldJJbhRwUkr4tp+hksT2uB9a4SLzM9jgKQQfK7Jjz+HDm0rDqKAFV3zoAg1hsKiMKNYer8+DxSbzb3IOZBS/eP3cDOdZYPFvErXVae0IIVBXa0D06i36nS3UcegS1DV0QAjhYmas6ChFRSKreaIMlysTjx1jmoFAI8ZdCiF4hhBRCFN/x8b8WQlwVQrQKIZqEEGV3/F750scahBBPL30sXgjxH4QQA0KIYSHEN0KIPw38X4vo4dyv6ORkmwMDE3Nsj6OQtW9LGowGgfowOn484XKjsXMUu/OtsFnMquMQPbTqjTY8lmrB/9vSh6ONXZic8+BgZS6MBm4Tkhq3jx+z/TjkXB2axqdXRvBcUSpybXGq4xARhSSzyYi9xan4xjGF6yMzquMotdyNwr8HUA7gxnc+/gsARVLKMgD/GsBHd/zeQQAvA3gewGEhhAHArwAkAiiTUqYA2AlA3/8LUNC4V9FJbWMXYiONeG072+MoNFnjzNidb0Vj5yjGZ92q4wTExx1D8PgkS0woZAkh8HZVLlxuH/79Z9dhs5jxg8d5jJ7U2ZVvhdEg0MRBYcg52rjYos4iJCKilfFfaaT3rcJlDQqllE1Sypt3+Xi9lNJ/6dUXALKXBoIA8NcAPgbQBODnAPYCyAbwhpRydOnzp6SUR1b4dyAKKH/Rye78JHzQ0r/YHrcjGwkxbI+j0HWg1A6vJvHx0qZsqKtrHUCkyYBnWS5EIWx/iR3p66IBAG+Wc2ud1EqIjsDjmetwtusW3F5NdRxappvjLtS3ObAzNwmlmetUxyEiCmk7cpNgs5hR3zoAKf+wu0AvAnlH4T8BcFpKqQGAlLJBSrlVSrlNSvkPALYB+FJKOX/fr3IHIcQ/E0Lc9P+ameHyIa2NlPgo/M0b2/Fn+zZhe04i/qiC7XEU2vYUpcBsMqCudUB1lBUbmpzH+R4nnnosGfFRHOBT6IowGvBnz2/CjtxEvLo9S3UcIlQV2jCz4MXv+sZVR6FlOtbcA68mb7epExHRozMaBPaXpCE60gRnmJzEehSmQHwRIcRrAH4EoCIQX89PSvkXAP7C/98ZGRn6HenSmvMXnbzFS6EpDFiiIvDUpmR83DGEwck5pCVEq470yE61OyAleOyYwsK+LWks5KGgUVlow/9zphNNnaPYkZukOg49gHPWjQ8v9KPIHo+KAqvqOEREYeF/3bcJEUZ99/6u+G8vhPhvAfwfAJ6RUo7c549+BeAJIQRvnSciUqCmNB1SAqfaBlVHWZH6NgcsZhP+0WPJqqMQEYWVLekJSIyNZKFJiDh+thdzHh8OVeVBCBYhEREFgt6HhMAKB4VCiB8B+BcAnpZS9j3gj38MoB/AMSGEdenz04QQf3H/TyMiokCo3miDxWwK6ct5u0dn0H5zEnuKUnmfGxFRgBkMAhUFVnzjmMLo9ILqOHQfLrcXx8/1IisxBnt5Xy8REQXQsgaFQoi/EkLcBJAB4BMhxPWl3/pbAFEA6oQQrUu/7npOYenuwmcBTANoF0KMAvgMwPBK/xJERPRgURFGPFeciosDk+geDc07X/1DzgNlPHZMRLQaKgtsAIDma9wqDGYnWvox4fLgYGUuTNx+ISKiAFpu6/GfSCkzpJQmKWWqlDJ/6eMRUspMKWXZHb9u3efrTEop/1hKaZdS2qSUm6SUfx6ovwwREd1fzdKALRS3CqWUqG9zwBoXiV15vDuLiGg1VBQu3nXH48fBy+PTcKy5G9a4SPxwW4bqOEREFGb49hMRkY7szE2CNc6M+lYHpAytfqhvHFPoHp3F81vSuD1BRLRKki1RKLLHo/naGDQttJ4TelHf6oBjch6v787hNRxERBRwfKVFRKQjJqMB+0vS0D02i46BKdVxHop/C7KmLF1xEiKi8FZZaINz1o0Ox6TqKPQdmiZxtKkLcWYTXtuRrToOERGFIQ4KiYh05tvjxwOKkyyfpknUtzqQsT4aW7PWqY5DRBTWqgoX7ylsvMrjx8Hmsysj6ByewSvbs5AQHaE6DhERhSEOComIdObxzHXITIzGybbBkDlW1tLrxNDUPGpK7RBCqI5DRBTWtmatR5zZxHsKg1BtYxcijQa8WZ6jOgoREYUpDgqJiHRGCIGaUjuGpubR0utUHWdZvj12zLZjIqLVFmkyYGdeEr7un8DknEd1HFpyodeJL2+M4wePpyMlPkp1HCIiClMcFBIR6dCBpXv+6lqDv/3Y7dVw+uIgNqZY8FhqvOo4RES6UFVog0+TOHt9THUUWlLb0AUhgINVuaqjEBFRGOOgkIhIhwpTLHgs1YLTFwfh9mqq49zX59dHMeHycJuQiGgN3b6nkMePg8LVoWl8emUEz25ORZ4tTnUcIiIKYxwUEhHpVE2ZHZNzHjRfC+4Xgf6tx5pSDgqJiNZKZmIMcq2xaOochZShcZ9tODva2AUAOFSdpzgJERGFOw4KiYh06oWSxcFbMB8/drm9+PU3w9iatbZWHrsAACAASURBVA6ZiTGq4xAR6UploQ2OyXlcH5lRHUXXbo67UN/mwM7cJJRlrlMdh4iIwhwHhUREOpWZGINt2etx5tIwXG6v6jh39cnlEcx5fNwmJCJSoGojjx8Hg2PNPfBqEoe5TUhERGuAg0IiIh07UGbHnMeHM5eGVUe5q/rWARgE8HwJB4VERGttR04SIk0GDgoVcs668eGFfhTZ41FRYFUdh4iIdICDQiIiHdu3JQ1Gg8DJtuA7fjzhcqOxcxS7862wWcyq4xAR6U50pBHbcxJxvseJObdPdRxdOn62F3MeH96uyoMQQnUcIiLSAQ4KiYh0zBpnxu58KxqujmJ81q06zu/5uGMIHp/ksWMiIoWqCm1wezV80XNLdRTdcbm9OH6uF1mJMdhXnKo6DhER6QQHhUREOneg1A6vJvFxx5DqKL+nvtWBSJMBz/LFERGRMpWFi/cUNvH48Zr78EI/JlwevFWZC5ORL9uIiGht8IlDRKRze4pSYDYZUN82oDrKbUOT8/ii5xb+m43JiI+KUB2HiEi3CpLjkJYQxXsK15jHp+FYcw+scZF4eVuG6jhERKQjHBQSEemcJSoCT21KxvkeJ4Ym51XHAQCcandAysWyFSIiUkcIgapCG7pHZ9HvdKmOoxsn2xwYmJjD67tzEBVhVB2HiIh0hINCIiJCTakdUi4O6IJBfZsDcWYT/tFjyaqjEBHp3u3jx9e4VbgWNE2itrELcWYTXtuRrToOERHpDAeFRESE6o3JsJhNqGtVPyjsGZtF+81JPFuUyi0KIqIgsDvfCqNBoPEqB4Vr4TdXR9A5PINXtmchIZrXbxAR0drioJCIiBAVYcSzxam4ODCJ7tEZpVnql4aVPHZMRBQcEqIj8HjmOpztugWPT1MdJ+wdaehChFHgjd05qqMQEZEOcVBIREQAvh3M1bep2yqUUqKubQDWuEjsyktSloOIiH5fZeH/396dR9d51/e+f38lWbblKZYtD/GQxIMSQgYnoZljuRQIELCBdcM9BEKh0BBKKadQaOntOXedclo6UHpLoTEQaKD0FCiHHjuhoZASy4ZMToKdgWAnHjJYiS3HlifZ1vS7fzxbQXHsRLa19/NI+/1ay2tFz36099f5eA/Pd/+GJvYf7uHBJ3fnXcqItnbrLu5/cjfvuGA2MyaNybscSVIVslEoSQLgsnlTmDp+NCvXtZFSyqWGR9v2srn9ANecO5O6Wt+iJKkoWkrrFLr7cXktX7WJCLihZV7epUiSqpRXYZIkAOpqa3jLeTPZvPMAj7btzaWG/tGMS512LEmFcu6sSTSOq7dRWEYbntvHf/5yB1efPYP5TePzLkeSVKVsFEqSXtDfoFuxblvFH7uvL3Hr+jZmTx7LhXMnV/zxJUnHVlMTXLlgKo+27aV93+G8yxmRvty6CYAbl8zPuRJJUjWzUShJesEFc05hTuNYbl3/LH19lZ1+vHbrLp7dc4il559KRFT0sSVJr6x/+vGaxx1VONS2dRxk5fo2Lps3hUVzTsm7HElSFbNRKEl6QUSw9PxTeW7vIe7buquij73CaceSVGhXNU8FXKewHG5es5mevuRoQklS7mwUSpJeZNmiWQCsWFe53Y+7evr494ef5czpEzhrxsSKPa4kafCmTRjD2TMnsubxnRUfdT6S7T7Qxbfve5qzZ05k8cKpeZcjSapyNgolSS/SPH0CZ82YwO2PPEtXT19FHvOnT7TT0dntaEJJKriWM5vYdaCLR9r25F3KiPGNu7dysLuXG5fMd+kNSVLubBRKkl5i6aJT6ejsrtg6VP2jF5eeb6NQkoqsf53C1g1OPx4KnV093HLXVuY0juXN58zIuxxJkmwUSpJe6q3nZQ27levLP/24s6uHH/9iOxfMPYU5jQ1lfzxJ0om7cO5kxtXXstoNTYbEd9Y+TUdnNzcsnk9drZdmkqT8+W4kSXqJOY0NXHTaZH706HY6u3rK+lh3PLaDzq5eljmaUJIKr76uhssXTOXBpzrYc7A773KGte7ePm5es4Wp4+u59qLZeZcjSRJgo1CSdAxLzz+Vg929/PgX28v6OCvXtVETcM15NgolaThoaW6ity9x1xM78y5lWLt1fRvbOg7y/ivOYMyo2rzLkSQJsFEoSTqGN587k9qa4NYyTj/u6OyideMOrlgwlaYJo8v2OJKkodO/TqHTj09cX19ieesmxtXX8p5LTsu7HEmSXmCjUJJ0VE0TRnPFgqm0bmyno7OrLI9x+yPP0d2b3MREkoaROY0NzJs6jtYN7aSU8i5nWLpzww42bt/Puy89jUkNo/IuR5KkF9golCQd09LzT6W7N3H7I8+V5f5Xrmujvq6Gq93pUZKGlcXNTbTtOcQTO/bnXcqwtLx1E6Nqg9+64oy8S5Ek6UVsFEqSjunqV0+nvq6GFeu2Dfl9P7fnEPdseZ7XnjmNiWMcTSFJw0n/9OPWjU4/Pl73b93F2q27eccFs5kxaUze5UiS9CI2CiVJxzRhzCh+46xp3LtlF8/tOTSk933bQ22kBMsWOe1YkoabS+Y1Ul9XY6PwBCxv3UQE3NAyL+9SJEl6CRuFkqSXtWzRqaSUNfaG0sr1bYwfXcevnzVtSO9XklR+DfV1XHJGI/du2cXBrt68yxk2Njy3jzse28Ebzp7O/KbxeZcjSdJL2CiUJL2sJWdOY8LoOlasG7pG4ZadB3jomT1c/eoZjBlVO2T3K0mqnMULm+jq6ePeLc/nXcqw8eXVmwC4sWV+zpVIknR0NgolSS9rzKharj5nBg9v28Pm9qFZtH5lqem41GnHkjRstZzpOoXHY1vHQVaua+PSeY1cMHdy3uVIknRUNgolSa+ofx3BletPflRhSokV67cxZVw9V8yfctL3J0nKx8Jp45k5aYyNwkG6ec1mevoSH16yIO9SJEk6JhuFkqRXdNm8KUwdX8/K9W2klE7qvh5t28vm9gNcc95M6mp9G5Kk4SoiWLywic3tB3h6V2fe5RTa7gNdfPu+pzl75kQWL5yadzmSJB2TV2iSpFdUV1vDW847lc3tB3i0be9J3Vf/qER3O5ak4a9/+vHqxx1V+HK+cfdWDnb3cuOS+URE3uVIknRMNgolSYPSv57ginXbTvg++voSt65vY/bksVzo+kySNOxdsWAqtTVB6wYbhcfS2dXDLXdtZU7jWN58zoy8y5Ek6WXZKJQkDcoFc05hTuNYbl3/LH19Jzb9eO3WXTy75xBvPf9UR1RI0ggwaewoFs05hbs2PU93b1/e5RTSd9Y+TUdnNzcsnu+SG5KkwvOdSpI0KBHB0vNP5bm9h7hv664Tuo8VTjuWpBGnpbmJ/Yd7ePDJ3XmXUjjdvX3cvGYLU8fXc+1Fs/MuR5KkV2SjUJI0aEvPnwWc2O7HXT19/PvDz9I8fTxnzZg41KVJknLS0pytU+juxy916/o2tnUc5H2Xn86YUbV5lyNJ0iuyUShJGrQzZ0zgrBkT+PeHn6Wr5/immP30iXY6OrtZtmhWmaqTJOXhnFmTmNwwyg1NjtDXl1jeuolx9bVcf+npeZcjSdKg2CiUJB2Xt55/Kh2d3fz0ieO7IFy5LhuFuPR8px1L0khSWxNctbCJR7btpX3f4bzLKYw7N+xg4/b9XHfJXCY1jMq7HEmSBsVGoSTpuPQ3+lasG/z0486uHn70i+1cMPcU5jQ2lKs0SVJO+qcfr3FU4QuWt25iVG3wgSvn5V2KJEmDZqNQknRc5jQ2cNFpk/nRo9vp7OoZ1O/c8dgOOrt6WeZoQkkaka5qngrAatcpBOD+rbtYu3U3b79gFjMmjcm7HEmSBs1GoSTpuC09/1QOdvdyx2M7BnX+ynVt1ARcc56NQkkaiaZNGMPZMyey+vGd9PWlvMvJ3fLWTUTADYvn512KJEnHxUahJOm4vfncmdTWBCvXbXvFczs6u2jduIMrFkylacLoClQnScpDy5lN7DrQxSNte/IuJVcbntvHHY/t4A1nT2fBtPF5lyNJ0nGxUShJOm5NE0Zz+fwptG5sp6Oz62XP/eEjz9Hdm3ir044laURbvDBbp7Dapx9/efUmAG5scTShJGn4sVEoSTohyxbNors3cfsjz73seSvWtVFfV8Mbz5lRocokSXm46LTJjKuvpbWKG4XbOg6ycl0bl85r5IK5k/MuR5Kk42ajUJJ0Qq5+9XTq62pY8TLTj7fvPcQ9W57ntWdOY+KYURWsTpJUafV1NVy+YCoPPtXB3kPdeZeTi5vXbKanLzmaUJI0bNkolCSdkAljRvEbZ03j3i27eG7PoaOec+v6NlKCpYucdixJ1WBxcxO9fYm7ntiZdykVt/tAF9++72leNXMiLc1NeZcjSdIJsVEoSTphyxadSkpw20NtR7195fo2xo+u47VnTatwZZKkPLSU1imsxunH37h7Kwe7e7mxZR4RkXc5kiSdEBuFkqQTtuTMaUwYXcfK9S9tFG7ZeYCHntnDG149nTGjanOoTpJUaXOnNDBv6jhaN7STUsq7nIrp7OrhG3dtZU7jWK45d2be5UiSdMJsFEqSTtiYUbVcfc4MHnpmD1t2HnjRbSvXZc3DZYtm5VGaJCkni5ubaNtziE3t+/MupWK+s/Zpdnd2c8NV86ir9RJLkjR8+S4mSTopS8/P1h/sbwwCpJRYsX4bU8bVc8X8KXmVJknKQf/6fKs2VMf04+7ePm5es4Up4+q59jVz8i5HkqSTYqNQknRSLp8/hanj61mxftsL08webdvL5vYDXHPeTEdWSFKVuWReI/V1NVWzTuGt69vY1nGQ919xukttSJKGPa/eJEknpa62hrecdyqb2w/waNtegBfWLFzmbseSVHUa6uu4+PRG7tuyi0PdvXmXU1Z9fYnlrZsYV1/L9Zeennc5kiSdNBuFkqST9tb+6cfr2+jrS9y6vo1Zp4zlwrmTc65MkpSHluYmDvf0cc/m5/Mupazu3LCDjdv3c90lc5nUMCrvciRJOmk2CiVJJ+3Cuacwe/JYbl3fxr1bdvHsnkMsXXQqEZF3aZKkHLScma1TONKnHy9v3cSo2uADV87LuxRJkobEoBqFEfGFiNgaESkizhlw/I8jYkNE9EXEW474nSsjYnVErIqI15WOTYyIL0bEtojYHhGPRsQnh/avJEmqtIhg6fmn8uyeQ3zmtl8Av9rkRJJUfRZOG8+MiWNYPYIbhfdv3cXarbt5+wWzmDFpTN7lSJI0JAY7ovB7wJXAk0cc/0/gzcDqo/zODcC1wDXAhyOiBvgh0AgsSilNBy4D9p9A3ZKkglm2aBYAv3h2L83Tx3PWjAk5VyRJyktE0NLcxKb2Azy9qzPvcspieesmIuCGxfPzLkWSpCEzqEZhSml1SumZoxy/N6W06Ri/9nXgdrIm4leANwGnAb+VUmov/f7elNJNJ1S5JKlQzpwx4YXm4LJFs5x2LElVrn/68erHR96owo3b93HHYzt4w9nTWTBtfN7lSJI0ZMq2RmFKaVVK6cKU0kUppf8ALgLuTykdGux9RMTHI+KZ/j/79zv4UJKK7N2Xnsa4+lp3O5YkccX8qdQEI3L68fLWbKzEjS2OJpQkjSx1eRfwclJKnwc+3//z7NmzU47lSJJewXsumct/+bU5jKp1ryxJqnaTGkZxwdzJ/OyJ5+nu7Rsx7w3bOg6ycl0bl85r5IK5k/MuR5KkIVXJd+sHgNdExOgKPqYkqYIiYsRcCEqSTl5LcxP7D/fw4JO78y5lyNy8ZjM9fcnRhJKkEamSV3O3A08DN0fEVICImBkRn3/5X5MkSZI0HC1uHlnrFO4+0MW373uaV82cSEvp7yZJ0kgyqEZhRHwpIp4BZgN3RMQTpeOfLh2/DLiltJbgUd8xU0p9wNXAPuChiGgHfgJsH4K/hyRJkqSCOXfWJCY3jKJ1hKxT+I27t3Kwu5cbW+a5aZckaUQa1BqFKaWPAB85yvHPAp8d7IOllPYAv1P6I0mSJGkEq60JrlrYxMr1bbTvO0zThOG7ClFnVw/fuGsrcxrHcs25M/MuR5KksnAhKUmSJEll0z9F96dPDO9Rhd9d+zS7O7u54ap51LkeryRphPIdTpIkSVLZXNU8FYDWDcO3Udjd28dX12xhyrh6rn3NnLzLkSSpbGwUSpIkSSqbaRPGcPbMiax+fCd9fSnvck7IbQ+1sa3jIO+/4nTGjKrNuxxJksrGRqEkSZKksmo5s4ldB7p4tG1v3qUct5QSy1dtZlx9Lddfenre5UiSVFY2CiVJkiSV1eKF2TqFrRt35FzJ8btzww42bN/HdZfMZVLDqLzLkSSprGwUSpIkSSqri06bzLj6Wlo3Dr91Cm9atYlRtcEHrpyXdymSJJWdjUJJkiRJZVVfV8PlC6by4FMd7D3UnXc5g3b/1l2s3bqbty2axYxJY/IuR5KksrNRKEmSJKnsFjc30duXuOuJnXmXMmjLWzcRAR9qcTShJKk62CiUJEmSVHYtL6xTODymH2/cvo87HtvB6181nQXTJuRdjiRJFWGjUJIkSVLZzZ3SwLyp41i9cScppbzLeUXLWzcBcOOS+TlXIklS5dgolCRJklQRi5ub2NZxkE3t+/Mu5WVt6zjIynVtXHJGIxfOnZx3OZIkVYyNQkmSJEkV0dKcTT9etaHY04+/tmYLPX2JDzuaUJJUZWwUSpIkSaqIS+Y1Ul9Xw+rHi7uhye4DXfzLfU/xqpkTX2hsSpJULWwUSpIkSaqIhvo6Lj69kXs3P8+h7t68yzmqb979JAe7e7mxZR4RkXc5kiRVlI1CSZIkSRXT0tzE4Z4+7tn8fN6lvERnVw+33LWFOY1juebcmXmXI0lSxdkolCRJklQxLWdm03lXbyze9OPvrn2a3Z3d/PZV86ir9VJJklR9fPeTJEmSVDELp41nxsQxtG7ckXcpL9Ld28dX12xhyrh6rr1oTt7lSJKUCxuFkiRJkiomImhpbmJT+wGe2d2ZdzkvuO2hNrZ1HOR9l5/O2PravMuRJCkXNgolSZIkVVTRph+nlFi+ajPj6mt572Wn512OJEm5sVEoSZIkqaKumD+VmqAw04/v3LCDDdv38a6L5zKpYVTe5UiSlBsbhZIkSZIqalLDKC6YO5mfPfE83b19eZfD8lWbGVUbfOCqM/IuRZKkXNkolCRJklRxLc1N7D/cw8+f6si1jgee3MV9W3fxtkWzmDlpbK61SJKUNxuFkiRJkipucXO2TmHe049vWrWZCPhQy7xc65AkqQhsFEqSJEmquHNnTWJywyhaN7bnVsPG7fu447HtvP5V01kwbUJudUiSVBQ2CiVJkiRVXG1NcNXCJh7Ztped+w/nUsOXWzcDcOOS+bk8viRJRWOjUJIkSVIu+qcfr3m88qMKt3UcZMW6bVxyRiMXzp1c8ceXJKmIbBRKkiRJysXihVMBaN1Q+Ubh19ZsoacvOZpQkqQBbBRKkiRJysW0iWM4e+ZE1jy+k76+VLHH3X2gi3+57ynOmjGBJaVRjZIkyUahJEmSpBwtbm7i+QNdPNq2t2KP+c27n+Rgdy8fXjKfiKjY40qSVHQ2CiVJkiTlpqU0oq91446KPF5nVw+33LWF2ZPHcs25MyvymJIkDRc2CiVJkiTl5qLTJjOuvpbVG3dW5PG+u/Zpdnd2c8PiedTVejkkSdJAvjNKkiRJyk19XQ2XzZ/KA0/tZu+h7rI+VndvH19ds4Up4+q59qI5ZX0sSZKGIxuFkiRJknLVcmYTvX2Ju54o76jC2x5qY1vHQd53+emMra8t62NJkjQc2SiUJEmSlKuWhf3rFJavUZhSYvmqzTTU13L9ZaeV7XEkSRrObBRKkiRJytXcKQ2cMXUcqze2k1Iqy2PcuWEHG7bv47qL53JKQ31ZHkOSpOHORqEkSZKk3LU0N7Gt4yCb2veX5f6Xr9rMqNrgA1edUZb7lyRpJLBRKEmSJCl3Lc3lm378wJO7uG/rLt62aBYzJ40d8vuXJGmksFEoSZIkKXeXzGukvraG1o3tQ37fN63aDMCHWuYN+X1LkjSS2CiUJEmSlLuG+jouPqORezc/z6Hu3iG7343b93HHY9t5w9nTWTBtwpDdryRJI5GNQkmSJEmF0NLcxOGePu7dsmvI7vPLrdlowhuXzB+y+5QkaaSyUShJkiSpEBb3r1O4YWimH7d1HGTFum1cckYjF86dPCT3KUnSSGajUJIkSVIhNE8fz4yJY2jduGNI7u/mNVvo6UuOJpQkaZBsFEqSJEkqhIigpbmJTe0HeGZ350nd1+4DXXx77VOcNWMCS0ojFSVJ0suzUShJkiSpMPqnH6/euPOk7uebdz9JZ1cvH14yn4gYitIkSRrxbBRKkiRJKowrF0ylJjip6cedXT3cctcWZk8eyzXnzhzC6iRJGtlsFEqSJEkqjEkNo7hg7mTueuJ5unv7Tug+vrv2aXZ3dnPD4nnU1XrJI0nSYPmuKUmSJKlQFi9sYt/hHn7+VMdx/253bx9fXbOFxnH1XHvRnDJUJ0nSyGWjUJIkSVKhtJyZrVN4ItOPb3uojW0dB3n/5acztr52qEuTJGlEs1EoSZIkqVDOnTWJyQ2jjntDk5QSy1dtpqG+lusvO61M1UmSNHLZKJQkSZJUKLU1wZULm3h42x527j886N+7c8MONmzfx3UXz+WUhvoyVihJ0shko1CSJElS4bQ0Z9OP1zzePujfWb5qM6Nqgw9cdUa5ypIkaUSzUShJkiSpcBYvnAow6OnHDzy5i/u27mLZolnMnDS2nKVJkjRi2SiUJEmSVDjTJo7hVTMnsnpjO3196RXPv2nVZgBubJlX7tIkSRqxbBRKkiRJKqSW5iaeP9DFo217X/a8x7fv447HtvP6s6ezYNqEClUnSdLIY6NQkiRJUiH1r1O4+hXWKVzemo0m/PCS+WWvSZKkkcxGoSRJkqRCuui0yYyrr6V1w7EbhW0dB1mxbhsXn9HIhXMnV7A6SZJGHhuFkiRJkgqpvq6Gy+ZP5YGndrP3UPdRz7l5zRZ6+pKjCSVJGgI2CiVJkiQVVsuZTfT2Je564vmX3Lb7QBffXvsUZ82YwJLSNGVJknTibBRKkiRJKqyWhVkDsHXjS6cff/PuJ+ns6uXDS+YTEZUuTZKkEcdGoSRJkqTCmjulgTOmjmP1xnZSSi8cP9jVyzfu3srsyWO55tyZ+RUoSdIIYqNQkiRJUqG1NDexreMgm9oPvHDsu/c/za4DXfz2VfOoq/WyRpKkoeA7qiRJkqRCW9w8FfjV9OPu3j6+snozjePqeedr5uRZmiRJI4qNQkmSJEmFdum8KdTX1rzQKPzBQ8+yreMg77v8dMbW1+ZcnSRJI4eNQkmSJEmF1lBfx8VnNHLv5uc52NXL8tZNNNTX8t7LTsu7NEmSRpRBNQoj4gsRsTUiUkScM+D4tIj4YUQ8HhGPRMSVA267MiJWR8SqiHhd6djEiPhiRGyLiO0R8WhEfHLo/1qSJEmSRpLFzVM53NPHX/7wl/zyuX286+K5nNJQn3dZkiSNKIMdUfg94ErgySOO/wVwT0ppIfB+4J8joq502w3AtcA1wIcjogb4IdAILEopTQcuA/af3F9BkiRJ0kjX0jwNgFvu2sqo2uCDV52Rc0WSJI08da98CqSUVgNExJE3vRM4o3TO2ojYTtZQXAV8HbgdSMAfA28CTgNem1I6VPqdvcBNJ/uXkCRJkjSyNU8fz4yJY3hu7yGWLZrFzElj8y5JkqQR54TXKIyIKUBNSql9wOGtwFyAlNKqlNKFKaWLUkr/AVwE3N/fJBzkY3w8Ip7p/7N/v4MPJUmSpGoUEbzu7GnU1gQfWjwv73IkSRqRTnYzk3TEzy8ZcnhSd57S51NKs/v/jB8/fijvXpIkSdIw8kdvehU//NhVLJw+Ie9SJEkakU64UZhSeh4gIpoGHD4NeOoYv/IA8JqIGH2ijylJkiSpeo0fXWeTUJKkMjrZEYX/CnwEICJ+DZgB/PQY594OPA3cHBFTS78zMyI+f5I1SJIkSZIkSTpJg2oURsSXIuIZYDZwR0Q8UbrpD4HLI+Jx4Bbg+pRSz9HuI6XUB1wN7AMeioh24CfA9pP7K0iSJEmSJEk6WZHSkcsMFtfs2bPTM888k3cZkiRJkiRJ0rAUEdtSSrOPdtvJTj2WJEmSJEmSNALYKJQkSZIkSZJko1CSJEmSJEmSjUJJkiRJkiRJ2CiUJEmSJEmShI1CSZIkSZIkSdgolCRJkiRJkoSNQkmSJEmSJEnYKJQkSZIkSZKEjUJJkiRJkiRJ2CiUJEmSJEmShI1CSZIkSZIkSdgolCRJkiRJkoSNQkmSJEmSJEnYKJQkSZIkSZKEjUJJkiRJkiRJQKSU8q5h0CLiMNCedx1lNB7Yn3cReglzKS6zKSZzKS6zKSZzKS6zKSZzKS6zKSZzKS6zKaZqyKUppTT6aDcMq0bhSBcRz6SUZuddh17MXIrLbIrJXIrLbIrJXIrLbIrJXIrLbIrJXIrLbIqp2nNx6rEkSZIkSZIkG4WSJEmSJEmSbBQWzefzLkBHZS7FZTbFZC7FZTbFZC7FZTbFZC7FZTbFZC7FZTbFVNW5uEahJEmSJEmSJEcUSpIkSZIkSbJRKEmSJEmSJAkbhZIkSZIkSZKwUShJkiRJkiQJG4XDQkSYUwGZS3GZTTGZS/FFRORdg17KXIrLbIrJXIrLbIrLbIrJXIprJGfjrscFFBGvBS4B9gMrUkpP5VySMJciM5tiMpfhISLGAV0ppe68a9GvmEtxmU0xmUtxmU0xRcQbgEuBeuCmlNK2nEsS5lJk1ZSNozsKJiKuAf4BGAOcC6yPiMX5ViVzKS6zKSZzGR4i4i3AD4D/FRGfi4ixedckcykysykmcykusymmiHgj8PdAB3Aq8JOIeJP55MtciqvasnFEYcFExHLgjpTS90o/fxz4KHB9SumnEVGTUurLtcgqZC7FZTbFoHF6lgAAD9tJREFUZC7FFxGXA98EPga0AV8GHgH+KqX0yzxrq2bmUlxmU0zmUlxmU1wR8Q/AQyml5aWffx9YBnw2pfQfERHJRkHFmUtxVVs2jigsiCgBGoGz+4+nlD5P1rleGRFzvLCuLHMpLrMpJnMZVhqBW1NKP0gp/Rz4dWA88IcRMQpG9torBWYuxWU2xWQuxWU2BTPg/3cXWT4ApJT+FrgV+PuImDGSGh7DgbkUV7VmY6OwIFIJ8EXg7RHxVsj+YZYusP8NWJJjiVXJXIrLbIrJXIrtiAuy0cDr+y/WUkoHgPcB5wP/o3RsRH3oKSpzKS6zKSZzKS6zKbYB/79vAz4R2VIx/bf9DXAP8O48aqtm5lJc1ZqNjcKcRcTiiPhkRFwXEWellFYDtwA3RMRbB/zD7AKm5FZolTGX4jKbYjKXYeOFdVRSSv8b2AjcGhFjSsc6yaaIz8ynvKplLsVlNsVkLsVlNgUUEa+NiE9HxO9FxBkppTuATwOfGdj4AJ4FbN5WiLkUV7VnY6MwRxGxFPg62RvlEuBHEXFpSunvgB8Dfx4RfxYRnwAWA7fnVmwVMZfiMptiMpfhISLeRDb1+x8i4m9Lh38b2Fk63n9xdz4wMyLq86iz2phLcZlNMZlLcZlNMcWLN5g7B3gwIq4CvlY6/q2I+NOI+AzwVuCHuRVbRcyluMzGzUxyExE1wFeA76WUflg69rvA54AlKaV7IuIy4DeBA8AtKaWHcyu4SphLcZlNMZnL8BARVwLfAv4AaAe+BDxONgUsyD74NAMPAJcA7zSn8jOX4jKbYjKX4jKb4opjbzD3npTSzyJiCdkXveOAf0wp/SKvWquJuRSX2dgozE3p4vpW4P6U0v874PjvAr8PvDGl9Hhe9VUrcykusykmcxkeIuIdwPlHZPQTYH9KaWnp59cD3cBTKaXN+VRaXcyluMymmMyluMymmCIigG8Dj6aU/nTA8U8AfwJckFLamlN5VctcistsMk49zknKdvz8S+D8iHjjgJuWA6uBM3MprMqZS3GZTTGZy7AxCrg+Iib3H0gpvRaYFxF/Ufr5xymlVV68VZS5FJfZFJO5FJfZFFBpjegv8NIN5v4G+D7ZkjCqMHMpLrPJ2CjMQalLDbCBbPj9/9V/gZ1S6iEbnj83p/KqlrkUU0TUmE3xREnpR3MpuJTSd4A7gC8MvIgD/hCoy6cqmUtxmU0xmUtxmU3xDPicthb4R46+wVxjLsVVMXMpLrP5FRuFOUgppYiYQLZe1z8DW4CPRsRfRsSNwGVkGwCozCLihQ8u5lIsEXFuRExMKfWZTXFExNiIqE8l5lJsAz7wQPbtaCfwxYjo33m6GTgzIuqPOFdlZC7FZTbFMfD/r7kUV2kJkn5mUxARUVv6nDYJGA/8L7LN5P4s3GAuNxFRYy7FVBo1aDYlNgorICKWRMSnIuK/RcSppcP/HTi7NPT+K8CfArOAs4BrXdOr/CLiDcD3ImJ66ecxwP+DueQuIt5Ctovu+aWfx5KtCWE2OYpsB7BvAHdGxHmlw+ZSUAMuEqZGxNKU0iPATcA+st3bvgh8BPijlFLXgG9LVUYDLhKmmEvxmE2hjO7/D3MprpRSn+8zxRAREyNiIkBKqbc0IOL3gfNSSjuBrwIfBKYApwL/JaW0IbeCq0RENJSuZfqfL+OAj2EuuYuI0wc8Z1KpH2A2uJlJ2ZUurD8DfI9sra4FwK8Dc1NKTxxxbg3Zv1FDKbOIqAX+DPgU8GXgv6eU2iNigbnkKyIuAf4JeH9K6WcDjp+aUmo74lyzqZCIeDPwP4FPAkuBs1JKV0fE7JTSM0ecay45iYhXk60TtbM/l4h4N7A3pXTrgPPeChwCthz5mqehFxELS/95IKXUFhGjgP8b6Egp3TbgPHOpsIi4Cugh25Cpu/T6dR2wO6X0gwHnmU0Fld5zPghcTzZCDeDd+JzJXURcCiwCNqaUflL6TP0uzCZXEbEM+DTZZjHrgC+llH55rM/PKVtjWmUWEVeTNZ4CeDil9KnS8XnpiLU6zaWyIuJcsqWTfh/415TSjtJxs8FGYVlFxIVkQ1avSyk9GBEzga8BvzfwDbP0j3RnSunZnEqtShHxG8CVwKXA4ZTS20oZdaaU9phLPiLiPcBrUkr/NSLOAN4DzAS+A9yXUjpoNpVV+kb6H4F/Tin9MCLOB/4bsB64E3jAXPJX+mJqOVkmrwX+B/B/UkrtuRZW5UoXCX8FPAQsA65IKT0cEWNTSgfzra66RcQpwOPAz4DPAfeWmoUNKaXO/mlI+VZZfUpNws8Bn04prRhwfGzpvcZcclJ6PfsC8CPgd4BLUkr3m02+IuI1wLeADwDPAn8N7CZbFmZVfyYRcTHwtJ/TKqP0WvZZstk3zwErgT9JKX3tiPPMJQcRcQHZa9ldwH8A308pPXfEOVWbjVOPy2sPcFNK6UGA0j+w8WTfwgFQakz9Ftm32aqQ0hopDcBUstFRoyNiNfDvQGNEzAXei7nkoZdfvTZ9i+yb0QNkO+teFRFTgd/EbCqphmy4/RWlD6P/AmwDJgB/A7SYS74iYhbZiM/rU0rvBX4PuAb4YOn1rP+8xRHxzpzKrDoR8Trg/wM+klK6nuwC+y8iop5sQez+88wlH91kX3g0AP+VbF1VKL2OlaYhmU2FRKaBbETnH6SUVpSmG79mwHIX5pKTiGgme8+/MaX0UbJm7pyIWAD0gdnkaDzZl+k/K42Eeh/Z9O/rgHkApc8C1+RWYZWJbLmxTwCfSCndmlJaC3wJmHTEebOBt+RQorL3/6+RXW9eB/x66fXrdQARMYcqfs7YKCyjlNImsnntAzfNaAN2lY69mayZ+CeO+Kis0jdrPwbGpJS6gc8DF5KNJtySUnoK+J/mkoufA++OiH8EvptS+ouU0ifJvoX7QGm9iD81m8pJKXWRjSB8E9kahD9KKX2sNH3iNuAGc8ndbuBRYEtpRMf3gS8ClwO/AdkaOcDpwN15FVlNSu/7bwD+OqX009LhHwO1KVurq7fUGBkNnIG5VFxK6QDZKILfJduM6YaI+B3gjyLbuGksZlMxKdMJHAT2lS6g7yCbtvd/gI9FxCk+Z3J1P/DT0oyPD5FNOf4x8PGImGw2uekAXh3ZBnOklPaRrYc/g+z1jdK1zV9X48ioPJSme/8J8Iv41YY/ncAlR5z3DPBX5pKLU8jyuJtsaaU/An4A1AOklJ6mip8zNgrLrPSBB6B/GH4P0B4RbyMbWTCj9EFVlTcaGB8Rfwz8PfB+si+0vxnZJgB78i2vOqWUfkm2LtHrKW1mUvIssLPUBNmbS3FVLKV0F1nT6QfAwLWGtpPlUmMuuaoBZgMf7J9ilFK6g2y9zz+LiOml96NvlT74qMxSSj1ka+HeOeDwk8DEAT9PTSkdxlwqrjSzAKAReEvpC6kJZJ/NDqWUDpamhv+T2VROqcHeRzbC5k3Al0ujcW8kW6/wLJ8zuekAWoBvAj8F/jyl9E7gBrIZBa8ym8qJX22W+Wngl2TNjp/1v7aVmoWfAs4qfVFISml/bgVXiVIuny7lsumI9SE7yEayExEfiIiPgrlUSrx4g9lZKaVdZJ/R6sgGc00j+9JwWkRMg+rOpu6VT9FQSCn1lv7zANmw/UZg6ZELZapySusQrgM+SrZu5PcjYiVZ87b3FX5d5bWSbBrF1yJiI9lr1TuA97r2TX5SSl0R8SDw1dLn0ENkFwjvq7YFfougtG7K7pTS4yml/RFxI3B3ROxLKf0VQErpuxHxDrLm1HZzKr8jctlDNnOg3xiyD6JExA3AO+NXC/6rzAZmM+DwfwKvKo1eO5dsCZLLI+Jy4G6fM+V3xHOmJyI+R7Zu5HayBhQppR9FxN1kO09CaaqryuuIbHZExGXAZLJRal8CSCn9OCLuJRu9BmZTdvHizTJfTTa7YxnZFMqfR8TrSjM9fg0Yi5lUxBG5nAX8W0S8ecDgk+eBhyPi9WTPoffmU2n1OSKbBcC/RrZfQQfwfbLRhe8GasmWIlmZU6mF4YjCChnwzfUc4AKyrbV/kWNJynwDeHOpSTgqpXQ4pfRk3kVVu5RSb0rpn4CLyUbh1gDvTik9km9lAu4le6NdBiwhaxKaS4VFxJuAe4B/iYgFpZG2vyQbhfPpiPhsRLw6It5H9jyq2m9EK+nIXI5yyn6yi7h3kY1i/3hp5JpfgJTZkdkM+H++mWzK0cNka0kuJdvg5ClzKb+jPWdKjdxryEZJ/2ZEzI6I64GrgEdK55hNmR0jm+eATcB8SlNaI+LdZA2p/jXZzaaMItss82/IZhD8OfAHZKPUpqWU3g48BqyIiO+TvbZ9LKXkl1FldpRc/pBsWZjpA06rIZtp8BngPSmlhyteaBU6SjZ/RNYgnAn8G7AD+GhK6ScppR8D7yqNNqxq7npcYaXFMbf7wiBpOIuIUQClNT5VQaUpRF8H/pVsd+Nzgd9KKT1Rur2ZbPrkTrJFzG+wmVt+r5RL6ZzpZNNb1pZu8wvDCni5bCKif/TAAymlVflVWX0G8Vq2EPhbYCtwDlkj99F8qq0ug8jmMqAVuJ1sTUIHQFRIRMwnWy7h7wYcWw18KaX0ndLPZ5NtmtHmAIjKeJlcvgD875RSKs3w+B7QPPCzgcrrZbL5O7LRuBNTSu0RMTqldLj05XvVN8lsFEqSNMxEtpverpTSoYj4JtkmJb8NPJ5S6iutGdkXEZNTSrtzLbaKHCOXD6aUNpZubwDuI/u22i8MK+iVshlwXo3TjSvnOF7LTkkpdeRabJU5VjYppQ2l2yeRTQU/mKp0sf+8RERDSqkzIupK0/W/DXwlpfST0kjQtaWpx6qgV8jlarKNf6b7fKm8Y2Rzc0rpjtK05HtSSs/nXWeROPVYkqRhprQ49uHSf7+XbMTNV4Gxke3a+snSqV5YV9Axcrk5IsZFxO8C1wLn2SSsvGNk8/VSNh+OiE+VbrNJWEHH8VrmBnMVNojXsw+mlDbb9Ki89PKbZf4d2XprqrBXyOUm4HSfL/k4RjbbS9n8LT5nXsLNTCRJGoZK01hqUkp9KaX3RsTfk60ddRh4e/85uRZZhV4mly7gbTai8nOMbJ4gy+btOZdXtXwtK67BZKP8pKNvlvk2p7Xm6xi5vCW5iWnuXuY5sym/qorJEYWSJA1T/VPzSj/eQ/YF4JtSSg/mWFbVO0YubzSX/B0lm1H4nMmdr2XFZTbF5WaZxWQuxWU2g+eIQkmShrH+9buAtwGv9QNPMZhLcZlNMZlLcZlNMQ0Yaft5ss0yHUlYAOZSXGYzeG5mIknSCNC/W1vedejFzKW4zKaYzKW4zEaSqoONQkmSJEmSJEmuUShJkiRJkiTJRqEkSZIkSZIkbBRKkiRJkiRJwkahJEmSJEmSJGwUSpIkSZIkScJGoSRJkiRJkiRsFEqSJEmSJEkC/n/H7kI/nmfK7wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# x轴 y轴 \n",
    "import random \n",
    "x = range(2,26,2) \n",
    "y = [random.randint(10,16) for i in x] \n",
    "\n",
    "#设置图片大小 \n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y) \n",
    "#x轴 \n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x]\n",
    "plt.xticks(x,x_ticks_label,rotation=45) \n",
    "#y \n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)] \n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "plt.savefig('./t1.png')   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#中文字体 \n",
    "from matplotlib import font_manager \n",
    "# MAC  fc-list :lang=zh \n",
    "# windows  \"C:\\Windows\\Fonts\"\n",
    "my_font = font_manager.FontProperties(fname='/System/Library/Fonts/PingFang.ttc',size=10) \n",
    "x = range(2,26,2) \n",
    "y = [random.randint(10,16) for i in x] \n",
    "\n",
    "#设置图片大小 \n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y) \n",
    "#x轴 \n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x]\n",
    "plt.xticks(x,x_ticks_label,rotation=45) \n",
    "#y \n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)] \n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "\n",
    "plt.title(\"温度\",fontproperties=my_font,color='red',size=20) \n",
    "plt.xlabel(\"时间\",fontproperties=my_font) \n",
    "plt.ylabel(\"摄氏度\",fontproperties=my_font)\n",
    "plt.savefig('./t1.png')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#一图多线 \n",
    "#场景 你与同事 11岁-30岁 每年交的男/女朋友个数 \n",
    "y1 = [1,0,1,1,0,1,0,1,0,2,0,3,4,3,2,2,1,2,3,4] \n",
    "y2 = [1,0,3,4,2,1,0,2,0,1,4,2,1,6,3,2,1,0,0,1]  \n",
    "x = range(11,31)  \n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y1,label='你',color = 'red',zorder=20) \n",
    "plt.plot(x,y2,label='同事',color = 'green',zorder=2) \n",
    "plt.legend(prop=my_font,loc='upper right') \n",
    "plt.grid(alpha=0.4)\n",
    "xticks_label = ['{}岁'.format(i) for i in x]  \n",
    "plt.xticks(x,xticks_label,fontproperties=my_font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x640 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#多个坐标系子图 \n",
    "import numpy as np \n",
    "x = np.arange(1,100) \n",
    "\n",
    "fig =plt.figure(figsize=(20,8),dpi=80) \n",
    "ax1 = fig.add_subplot(2,2,1) \n",
    "ax1.plot(x,x)\n",
    "ax2 = fig.add_subplot(2,2,2) \n",
    "ax2.plot(x,x**2)\n",
    "ax3 = fig.add_subplot(2,2,3)  \n",
    "ax3.plot(x,np.log(x)) \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#坐标轴 \n",
    "y = np.arange(-10,11,1) \n",
    "z = y**2 \n",
    "plt.plot(y,z) \n",
    "# plt.xlim([-5,5]) \n",
    "# plt.ylim([0,80])\n",
    "plt.xlim(xmin=-4)\n",
    "plt.show() \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#坐标轴显示 \n",
    "x = [-3,-2,-1,0,1,2,3] \n",
    "y = range(0,14,2) \n",
    "\n",
    "ax = plt.gca() \n",
    "ax.spines['right'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "ax.spines['bottom'].set_color('red')\n",
    "ax.spines['left'].set_color('green')\n",
    "\n",
    "ax.spines['bottom'].set_position(('data',0)) \n",
    "ax.spines['left'].set_position(('data',0))\n",
    "plt.plot(x,y) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 散点图 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "31\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''题干\n",
    "3月份每天最高气温\n",
    "a = [11,17,16,11,12,11,12,6,6,7,8,9,12,15,14,17,18,21,16,17,20,14,15,15,15,19,21,22,22,22,23]\n",
    "'''\n",
    "plt.figure(figsize=(20,8),dpi=80)  \n",
    "x = range(1,32) \n",
    "y =[11,17,16,11,12,11,12,6,6,7,8,9,12,15,14,17,18,21,16,17,20,14,15,15,15,19,21,22,22,22,23] \n",
    "print(len(y))\n",
    "\n",
    "_xticks_label = ['3月{}日'.format(i) for i in x] \n",
    "plt.xticks(x[::3],_xticks_label[::3],fontproperties=my_font)\n",
    "plt.scatter(x,y) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 条形图 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''http://58921.com/alltime\n",
    "假设你获取到了2019年内地电影票房前20的电影（列表a)和电影票房数据（列表b)，请展示该数据\n",
    "\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = ['38.13','19.85','14.89','11.36','6.47','5.93']\n",
    "''' \n",
    "\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = ['38.13','19.85','14.89','11.36','6.47','5.93']\n",
    "plt.figure(figsize=(20,8),dpi=80)   \n",
    "# x轴位置 \n",
    "# y轴数据大小\n",
    "# 宽度 \n",
    "# 颜色 \n",
    "reacts = plt.bar(range(len(a)), [float(i) for i in b],width=0.3,color=['r','g','b']) \n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font) \n",
    "plt.yticks(range(0,41,10),range(0,41,10))\n",
    "for react in reacts :\n",
    "    height = react.get_height() \n",
    "    plt.text(react.get_x()+react.get_width()/2,height+0.5,str(height),ha='center')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 横向条形图 \n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = ['38.13','19.85','14.89','11.36','6.47','5.93']\n",
    "plt.figure(figsize=(20,8),dpi=80)   \n",
    "# x轴位置 \n",
    "# y轴数据大小\n",
    "# 宽度 \n",
    "# 颜色 \n",
    "reacts = plt.barh(range(len(a)), [float(i) for i in b],height=0.3,color=['r','g','b']) \n",
    "plt.yticks(range(len(a)),a,fontproperties=my_font) \n",
    "plt.xticks(range(0,41,10),range(0,41,10))\n",
    "for react in reacts :\n",
    "    width = react.get_width() \n",
    "    plt.text(width,react.get_y()+0.15,str(width),va='center')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#并列条形图与罗列条形图 \n",
    "index = np.arange(4)  \n",
    "BJ = [50,55,53,60] \n",
    "SH = [44,65,55,41] \n",
    "\n",
    "plt.bar(index,BJ,width=0.3)  \n",
    "plt.xticks(index+0.3/2,index)\n",
    "plt.bar(index+0.3,SH,width=0.3) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "index = np.arange(4)  \n",
    "BJ = [50,55,53,60] \n",
    "SH = [44,65,55,41] \n",
    "\n",
    "plt.bar(index,BJ,width=0.3)  \n",
    "plt.bar(index,SH,bottom=BJ,width=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''\n",
    "现有250部电影的时长，希望统计出这些电影时长的分布状态(比如时长为100分钟到120分钟电影的数量，出现的频率)等信息，你应该如何呈现这些数据？\n",
    "'''\n",
    "# 1）准备数据\n",
    "time = [131,  98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "        119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,  99, \n",
    "        136, 126, 134,  95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117,  86,  95, 144, \n",
    "        105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123,  86, 101,  99, 136,123,\n",
    "        117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129,             116, 108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112,             139, 125, 138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140,  83,             110, 102,123, 107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112,         114, 122, 109,  106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116,           103, 144,  83, 123, 111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106,             129, 126, 110, 111, 109, 141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121,             114, 125, 126,114, 140, 103, 130, 141, 117, 106, 114, 121, 114, 133, 137,  92,121,         112, 146,  97, 137, 105,  98, 117, 112,  81,  97, 139, 113,134, 106, 144, 110,             137, 137, 111, 104, 117, 100, 111, 101, 110,105, 129, 137, 112, 120, 113, 133,             112,  83,  94, 146, 133, 101,131, 116, 111,  84, 137, 115, 122, 106, 144, 109,             123, 116, 111,111, 133, 150] \n",
    "\n",
    "# 2) 画布 \n",
    "plt.figure(figsize=(20,8),dpi=80)   \n",
    "# 3)\n",
    "distance = 2 \n",
    "group_num = int((max(time) - min(time))/distance) \n",
    "# time 数据 \n",
    "# bins 分组 \n",
    "plt.hist(time,bins=group_num) \n",
    "\n",
    "plt.xticks(range(min(time),max(time))[::2]) \n",
    "plt.grid(linestyle='--',alpha =0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 饼图 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#标签 \n",
    "label_list = ['第1部分','第2部分','第3部分'] \n",
    "#数据 \n",
    "size = [55,35,10] \n",
    "#颜色 \n",
    "color = ['red','green','blue']\n",
    "#突出显示\n",
    "explode = [0,0.05,0]  \n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80)  \n",
    "# size 大小, 数据\n",
    "# explode 是否突出显示 \n",
    "# colors  颜色, \n",
    "# labels 标签 ,labeldistance 标签距离圆心位置 \n",
    "# autopct = \"%1.1f%%\" 数据显示形式\n",
    "# shadow 阴影 \n",
    "\n",
    "# pathes  扇形列表\n",
    "# l_text  标签列表\n",
    "# p_text 扇形百分比列表 \n",
    "pathes,l_text,p_text =  plt.pie(size,explode=explode,colors=color,labels= label_list,labeldistance=1.1,autopct = \"%1.1f%%\",shadow=True)   \n",
    "\n",
    "for t in l_text:\n",
    "    t.set_fontproperties(my_font)\n",
    "for i in p_text:\n",
    "    i.set_size(18) \n",
    "for j in pathes:\n",
    "    j.set_color('pink')\n",
    "    break\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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